{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1.前言：算法简介和应用\n",
    "# 1.1.算法简介\n",
    "# BP（Back Propagation）网络是1986年由Rumelhart和McCelland为首的科学家小组提出，是一种按误差逆传播算法训练的多层前馈网络，是目前应用最广泛的神经网络模型之一。BP网络能学习和存贮大量的输入-输出模式映射关系，而无需事前揭示描述这种映射关系的数学方程。它的学习规则是使用最速下降法，通过反向传播来不断调整网络的权值和阈值，使网络的误差平方和最小。BP神经网络模型拓扑结构包括输入层（input）、隐层(hide layer)和输出层(output layer)。在模拟过程中收集系统所产生的误差，通过误差反传，然后调整权值大小，通过该不断迭代更新，最后使得模型趋于整体最优化（这是一个循环，我们在训练神经网络的时候是要不断的去重复这个过程的）。\n",
    "\n",
    "# BP神经网络具有以下优点：\n",
    "# 1) 非线性映射能力：BP神经网络实质上实现了一个从输入到输出的映射功能，数学理论证明三层的神经网络就能够以任意精度逼近任何非线性连续函数。这使得其特别适合于求解内部机制复杂的问题，即BP神经网络具有较强的非线性映射能力。\n",
    "# 2) 自学习和自适应能力：BP神经网络在训练时，能够通过学习自动提取输入、输出数据间的“合理规则”，并自适应地将学习内容记忆于网络的权值中。即BP神经网络具有高度自学习和自适应的能力。\n",
    "# 3) 泛化能力：所谓泛化能力是指在设计模式分类器时，即要考虑网络在保证对所需分类对象进行正确分类，还要关心网络在经过训练后，能否对未见过的模式或有噪声污染的模式，进行正确的分类。也即BP神经网络具有将学习成果应用于新知识的能力。  \n",
    "\n",
    "# BP神经网络具有以下缺点点：\n",
    "\n",
    "# 1) 局部极小化问题：从数学角度看，传统的 BP神经网络为一种局部搜索的优化方法，它要解决的是一个复杂非线性化问题，网络的权值是通过沿局部改善的方向逐渐进行调整的，这样会使算法陷入局部极值，权值收敛到局部极小点，从而导致网络训练失败。加上BP神经网络对初始网络权重非常敏感，以不同的权重初始化网络，其往往会收敛于不同的局部极小，这也是每次训练得到不同结果的根本原因。\n",
    "# 2) BP 神经网络算法的收敛速度慢：由于BP神经网络算法本质上为梯度下降法，它所要优化的目标函数是非常复杂的，因此，必然会出现“锯齿形现象”，这使得BP算法低效；又由于优化的目标函数很复杂，它必然会在神经元输出接近0或1的情况下，出现一些平坦区，在这些区域内，权值误差改变很小，使训练过程几乎停顿；BP神经网络模型中，为了使网络执行BP算法，不能使用传统的一维搜索法求每次迭代的步长，而必须把步长的更新规则预先赋予网络，这种方法也会引起算法低效。以上种种，导致了BP神经网络算法收敛速度慢的现象。\n",
    "# 3) BP 神经网络结构选择不一：BP神经网络结构的选择至今尚无一种统一而完整的理论指导，一般只能由经验选定。网络结构选择过大，训练中效率不高，可能出现过拟合现象，造成网络性能低，容错性下降，若选择过小，则又会造成网络可能不收敛。而网络的结构直接影响网络的逼近能力及推广性质。因此，应用中如何选择合适的网络结构是一个重要的问题。 \n",
    "# 1.2.算法应用\n",
    "# BP反映了生物神经系统处理外界事物的基本过程，是在模拟人脑神经组织的基础上发展起来的计算系统，是由大量处理单元通过广泛互联而构成的网络体系，它具有生物神经系统的基本特征，在一定程度上反映了人脑功能的若干反映，是对生物系统的某种模拟，具有大规模并行、分布式处理、自组织、自学习等优点，被广泛应用于语音分析、图像识别、数字水印、计算机视觉等很多领域，取得了许多突出的成果。最近由于人工神经网络的快速发展，它已经成为模式识别的强有力的工具。神经网络的运用展开了新的领域，解决其它模式识别不能解决的问题，其分类功能特别适合于模式识别与分类的应用。 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以乳腺癌数据为例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt \n",
    "from mpl_toolkits.mplot3d import Axes3D  # 导入3D绘图库\n",
    "from sklearn.neural_network import MLPClassifier  # 导入MLPClassifier\n",
    "from sklearn.datasets._samples_generator import make_classification # 生成样本数据集\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "import seaborn as sns \n",
    "import warnings \n",
    "from sklearn.exceptions import ConvergenceWarning # 忽略警告"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.92, 'Demo Data Map')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 制作五个类别的数据，每个类别1000个样本\n",
    "train_samples, train_labels = make_classification(n_samples=1000, n_features=3, n_redundant=0,\n",
    "                           n_classes=5, n_informative=3, n_clusters_per_class=1,\n",
    "                           class_sep=3, random_state=10)\n",
    "# 将五个类别的数据进行三维显示\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig, rect=[0, 0, 1, 1], elev=20, azim=20)\n",
    "# x, y, z\n",
    "ax.scatter(train_samples[:, 0], train_samples[:, 1], train_samples[:, 2], marker='o', c=train_labels)\n",
    "fig.add_axes(ax)\n",
    "plt.title('Demo Data Map')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 建立 BP 模型, 采用sgd优化器，relu非线性映射函数\n",
    "BP = MLPClassifier(solver='sgd', activation='relu', max_iter=500, alpha=0.01, hidden_layer_sizes=(32,32), random_state=1)\n",
    "\n",
    "# 训练模型\n",
    "with warnings.catch_warnings():\n",
    "    warnings.filterwarnings(\"ignore\", category=ConvergenceWarning,\n",
    "                            module=\"sklearn\")\n",
    "    BP.fit(train_samples, train_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MLPClassifier(alpha=0.01, hidden_layer_sizes=(32, 32), max_iter=500,\n",
      "              random_state=1, solver='sgd')\n"
     ]
    }
   ],
   "source": [
    "# 查看BP参数\n",
    "print(BP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.92, 'Demo Data Predict Map with BP Model')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mpiY2b9487PX0e3rNmjU5X591dXUA3HXXXSOOb2BgIHUMJWceKegFRHNzMwMDA6k1teRs98/+7M+47rrrsr5n6PqbpmlZt8v2uphksNt4OHDgAHB6vP39/WzdupWSkhL+7u/+jsWLF+N2u9m7dy9/8Rd/kdNM/6c//Skf+9jHuO222/jzP/9zqqur0TSNf/iHf6ChoSGncfl8Pq6++uoxtxuadZAc3+///u+P+IA7V9IPP/ShD6WyECorK7n22muzbpePc5Yrl156KX//939PNBplx44d/NVf/RVlZWWsWbOGHTt2MHPmTIBJC/pI98tE7w1VVdm2bRvf+c53qKurY/Xq1am/zZ07N6drbTRcLhfve9/7+PGPf8zx48f527/920ntbzwkz++3vvWtEeNTzvW6Bec6UtALiAceeAAgJd6LFi0CEqlMk30QjEVtbS3PPfccgUAgw4pOulFra2sntf8HHngARVG45pprgEREck9PD4888giXX355artsEb8juZZ/9atfsWjRIh555JGMbbK5p/NNVVUVxcXFWJY15rmpra3lwIEDCCEyxnn06NExP2fx4sU8/fTT9Pb2jmqlT8b9Pn/+fC655BJefPFFPvWpT40YoT2ecwbQ2tpKKBTKsEKTWQ5jVcO77LLLiMfjPPTQQ7S0tKSE+/LLL08J+rJly1LCPhL5WJYYL6ZpAqe9Uvnmzjvv5Ac/+AGqqvLBD35wxO1qa2uzXmND7+lcr89koGVJScmUP48kE0OuoRcI27dv52tf+xoLFy7kwx/+MADV1dVcccUV/Pd//zdtbW3D3pNMq8oHN954I5Zl8d3vfjfj9X/9139FUZQx82RH4xvf+AbPPPMMv/d7v8fSpUuB05ZRuiUUj8f5z//8z2Hv9/l8WV3w2faxc+dOXn/99QmPNVc0TeP9738/Dz/8cMr7kE76ubnxxhtpbW3NKDMaDodHdNWn8/73vx8hBF/96leH/S39e/t8vox0pvHy9a9/na985St85jOfGXGb8ZwzSAjbf//3f2ds+9///d9UVVWxfv36UcezefNmHA4H3/zmN6moqEhZupdddhlvvPEGL730Uk7W+UjXzlRhGAbPPPMMTqcz5drON9u2beNrX/sa3/3ud5k1a9aI2914443s2rUr434IhULcf//9LFiwIBUTkuv1uX79ehYvXsw//dM/ZZ2s5PN5JJkY0kI/Czz55JMcOXIE0zTp6Ohg+/btPPvss9TW1vLYY49lFMf4j//4Dy699FLOO+88PvGJT7Bo0SI6Ojp4/fXXaW5u5p133snLmG655Ra2bdvGX/3VX9HY2Mj555/PM888w6OPPspnP/vZnNKgTNNM5dBHo1Gampp47LHH2LdvH9u2bct4QGzZsoXy8nLuuusu7r33XhRF4YEHHsjq6ly/fj0///nP+fznP8/GjRspKirilltu4eabb+aRRx7hve99LzfddBMnTpzge9/7HqtWrZoy6yidb3zjG7zwwgts3ryZT3ziE6xatYre3l727t3Lc889R29vLwCf+MQn+O53v8tHP/pR9uzZw+zZs3nggQdGDDxLZ9u2bXzkIx/h3/7t36irq+P666/Htm127NjBtm3b+PSnPw0kjtFzzz3Hv/zLv1BTU8PChQuzrp+OxNatW9m6deuo24znnEFiDf2b3/wmjY2NLFu2LLXue//9949ZQMfr9bJ+/XreeOONVA46JCz0UChEKBTKSdBHunbyRfJehkTMxIMPPkhdXR1f/OIXJ1QVMRdUVR1W3S8bX/ziF3nooYe44YYbuPfee6moqODHP/4xJ06c4OGHH0ZVE/Zcrtenqqp8//vf54YbbmD16tX8wR/8AXPmzKGlpYUXXniBkpISHn/88Sn5zpIcOeNx9e9ihqa6OJ1OMWvWLHHNNdeI73znO8Lv92d9X0NDg/joRz8qZs2aJRwOh5gzZ464+eabxa9+9ath+x6aEveVr3xFAKKrqyvj9WwpSYFAQHzuc58TNTU1wuFwiKVLl4pvfetbGSkqI3HXXXdlfDev1ysWLFgg3v/+94tf/epXqRSZdF599VVx0UUXCY/HI2pqasT/+3//Tzz99NPDUo+CwaC48847RVlZmQBSaUi2bYv77rtP1NbWCpfLJdatWyd++9vfDkv9GomtW7eK1atXj7kdIP7kT/4k6986OjrEn/zJn4h58+YJh8MhZs2aJa666ipx//33Z2zX1NQkbr31VuH1esWMGTPEn/7pn4qnnnpqzLQ1IRLped/61rfEihUrhNPpFFVVVeKGG24Qe/bsSW1z5MgRcfnllwuPxyOAUVPYsqU4ZSPbNZLrOUse2927d4uLL75YuN1uUVtbK7773e+O+pnp/Pmf/7kAxDe/+c2M15PpVA0NDRmvZ0tbG+naSW77y1/+MmMfyWPzwx/+cNSxZUtbc7vd4oILLhD/9V//NeyeGe0aGouxUkLTxz30nDY0NIjbb79dlJWVCbfbLTZt2iR++9vfDnt/rtenEIkU1Pe9732isrJSuFwuUVtbK+644w7x/PPPp7aRaWtnB0WIMxgZJZFI3hVcccUVdHd3Z12OkEgkU4NcQ5dIJBKJZBogBV0ikUgkkmmAFHSJRCKRSKYBcg1dIpFIJJJpgLTQJRKJRCKZBkhBl0gkEolkGiAFXSKRSCSSaYAUdIlEIpFIpgFS0CUSiUQimQZIQZdIJBKJZBogBV0ikUgkkmmAFHSJRCKRSKYBUtAlEolEIpkGSEGXSCQSiWQaIAVdIpFIJJJpgBR0iUQikUimAVLQJRKJRCKZBkhBl0gkEolkGiAFXSKRSCSSaYAUdIlEIpFIpgFS0CUSiUQimQZIQZdIJBKJZBogBV0ikUgkkmmAFHSJRCKRSKYBUtAlEolEIpkGSEGXSCQSiWQaIAVdIpFIJJJpgBR0iUQikUimAVLQJRKJRCKZBkhBl0gkEolkGiAFXSKRSCSSaYAUdIlEIpFIpgFS0CUSiUQimQZIQZdIJBKJZBogBV0ikUgkkmmAFHSJRCKRSKYBUtAlEolEIpkGSEGXSCQSiWQaIAVdIpFIJJJpgBR0iUQikUimAVLQJRKJRCKZBkhBl0gkEolkGiAFXSKRSCSSaYAUdIlEIpFIpgFS0CUSiUQimQZIQZdIJBKJZBogBV0ikUgkkmmAFHSJRCKRSKYBUtAlEolEIpkGSEGXSCQSiWQaIAVdIpFIJJJpgBR0iUQikUimAVLQJRKJRCKZBkhBl0gkEolkGiAFXSKRSCSSaYAUdIlEIpFIpgFS0CUSiUQimQZIQZdIJBKJZBogBV0ikUgkkmmAFHSJRCKRSKYBUtAlEolEIpkGSEGXSCQSiWQaIAVdIpFIJJJpgBR0iUQikUimAVLQJRKJRCKZBkhBl0gkEolkGiAFXSKRSCSSaYAUdIlEIpFIpgFS0CUSiUQimQZIQZdIJBKJZBogBV0ikUgkkmmAFHSJRCKRSKYB+tkegEQyGkIIhBAAKIqS8X+JRCKRnEYKuqRgMQyDaDSKoihomgYkxDzbT/rfkv+WSCSSdxNS0CUFhxCCaDRKLBbDtm3cbjeKoqSs9aTFnm65CyFSIm7bNoFAgPLychRFQVXV1HZDBV8Kv0QimS5IQZcUFJZlEYlEiMfjqKqKruuoqpohxkNJF3NIWPY7d+7k6quvTr1v6DaQ3dpPf33ovyUSiaSQkYIuKQiEEBiGQSQSwbIsdF3PWUiHbpfunk/+O/kZQz8z3dpPCv/QfUo3v0QiOReQgi4569i2TSQS4dixYxiGwYoVK/IijkMFPJuFPtb7cnXzJ19Luvelm18ikZxppKBLzipJq9w0zbwJXj7fn6ubPyn6lmVlWPvJbU6ePEl1dTUej2dUS1+KvkQimShS0CVnhWTgWzQaBUitlQ+1qidCUgzzsa+xPmOk35Mkx3DixAlKS0txu93D3PxD/53cn3TzSySS8SAFXXLGGRr4lgx6yxdnQtBzZajwJl3xQ5mIm3+o0Es3v0Ty7kYKuuSMIYQgHo8TjUazBr6lB6UNfd94BKmQBD1XJuPmT/9brtH80tqXSKYfUtAlZ4Rk4Fs8HgfIGsU+kqBPlHNJ0HNhIkF9yd+HCn9fXx9dXV0sW7YsY39S+CWScxcp6JIpJz3wTdO0Ed3OIwn6eAWkEAUn35OVsT5rtN8BYrEY/f39Gd6Moa7+5Hulm18iOTeQgi6ZMrIFvo32kJcW+plnLPHN1c0/dB/S2pdIzjxS0CVTgmVZhMNhDMNAVdWMAi8jMfThLoTg1KlTtLe343K5cLlcuN3u1P+T/3a5XFnXoAtN0AttPLmQTzf/0H8n9zfUypfCL5FMDCnokrwihCAWi6XqsI+34ltSBOLxOIcOHSIcDrN06dKM+u6BQIBYLEY0GiUej6MoCk6nM0PsATo6OigpKUm9putn73Kf7oI0EeEfmrvf0tJCIBBg5cqVw/Yl3fwSydhIQZfkjfTAN0VJlF0d7wNWCEFPTw+HDh2ivLycTZs2pYqxjPSZSXFP/j/p4m9ra+PUqVNEo1Fs20bTtAzLPhdrX5JfRovmtywLwzCyemqkm18iGRsp6JJJI4TANE3C4TCWZY0a+DbWfkKhEAcOHGDZsmXMmjVrzIevqqp4PB48Hk/G66dOnWLt2rUUFRWl6sQPFf6xrP10kR86EZiItX8uutzPBpOx9ifj5pfWvuRcRwq6ZFKMN/BtJEKhEE1NTZimycaNG/F6vRmfMZF9pltxTqcTp9NJcXHxiNuPZO0Hg0G6u7tTr03E2pfiMDbjnfBMJnd/pBK96fuTbn7JuYYUdMmEMQyDQCCAEAJN03IKfBuKEIK2tjbq6uooKyvDMIwMMZ8oE3nIjmTtpzOStR+NRke19qPRKE1NTfj9/mETgLO5tl9o5FscJxvUFwgE2L17N9u2bZNufknBI58kknGTDHzz+/28/vrrbN26dUJibhgGR48epb+/nzVr1mCaJqdOncrLGKcq73ui1v6hQ4dQVZVAIEBXV9ekrP3pytlckhhL+JMWuuzEJylkpKBLxsXQwLeJ0t/fz6FDh/D5fGzatAmn00lnZ2ceR3p2BWKotV9fX8/cuXOpqqpKbTOWtZ98baS1/Wz/P9et/UIUtJFc+2fLzV+Ix0hSGJzbd7/kjJEt8C1plY9HOG3bpqmpiaamJhYvXszcuXMzHlb5EuFCfOhl688+mbX9bNa+rusjin26tS/JjYnEb+Qzd38kN79lWSiKgsPhkG5+SQop6JIxEUIQiUSIxWLA6cA327ZTf8+FaDTKwYMHMQyD9evXZxWxfAp6IUWVT+bhmo+1/aHWvq7r2LbNW2+9NW2t/Xww0YDMXJhMNP+xY8dQFCVVi1+6+SUgBV0yBqZpEolEMAxjWDpaelrQWHR2dnLkyBGqqqpYtmxZ1jX3fFvohSToU814rP1oNEpLSwttbW2Ul5dP2trPlyBMpXiey4zk5k+vwJgPN382S1+K/rmFFHRJVpKBb+kP91wtinQsy6Kuro7Ozk5WrFhBdXX1iNvmW4QLSdALZYKhqiperxefz4fT6WTBggXDtpFr+6cp1ElGNms8ncm4+Ufav4zmL3zOzbtMMqVYlpWyypPu2Ww36lgWeiAQ4ODBgzgcDjZt2pQqyToS+XwYFIqAnouM19ofKvx+vz9V/nc0a3+o8CeXcAqJc0XQc2Uybv6xovkVRUlN8lwul3TznwWkoEtSJC2zSCSSU8W35E059EEshKC5uZmGhgZqa2upra3NqXJc+rr8ZJEPjKknae2PVjdgPNY+gKZpBIPBgrH2C3VSONUTjYlG8zc0NKTW9sfj5pfWfn6Qgi4BMq0tyL3i21BLOB6Pc/jwYYLBIBdccAFlZWVTNeQxKaSH8bvVYzAea//IkSNEIhFqamqGWfvJazNXaz+fa/uFKCyF4DkYydof2l1RuvnPHFLQJaMGvo1FulD19PRw+PBhysrK2LRpEw6HY1zjkEFx715UVU0J9ezZs7NuczbW9gtBOLNRqOOybXvYfT9ZN3/669nc/Oni/m5380tBfxeTS+DbWChKIie2vr6elpYWli5dyuzZsye8vjed89AlYzPaecvX2v54rP3kUkChUaiCPplxTdTNn0vufvKaKC4untbWvhT0dym5Br7lQrKs6YYNG/D5fBMe03S20AttPNOZiaztpwt/trX9F198cUQr/2yt7Rei+Ni2fcbW9rP9nmTovRYKhTJq8mdz8zscjnM2GyPJuT16ybgZb+DbaPtpb2/HsiyKi4tZuXLlhPaTzkiiNxEhlAI6OoUoBmdSpHK19tva2mhoaGD16tWTtvbzubZv2/ak77epQAhREOMaeoyT4xo6tuQzohAzLCaCFPR3ERMNfBuKaZocOXKEvr4+dF1n7ty5ebmJ8/0wLyRBlxOMcxNFUdA0jfLy8hG3GY+1n0zpmqy1/2610CfKSOOaLq72JFLQ3yWYpklrayv9/f05p5FlY2BggIMHD+L1etm0aRO7d+8uSDf5dLlBJWeXXK7Hs7G2b1lWPr9m3igUC30oY41ruky2paBPc4QQqQdFMBikr6+PhQsXTmg/TU1NNDY2smjRIubNm5cKJinE6m7SIj73KFSrM19jytfafjQaxTAM+vr6aGhoKKi1/UK20AtxopFvpKBPY5KBb/F4PJUWNBGRi0ajHDp0iHg8PqypiqqqBSvChSTocoJxbnKmJxm5WvtvvPEGs2bNorS0tKDW9gvVQpeCLjlnGRr4llwrn4j4dnV1cfjwYaqqqli7du2w2X6hRqYXopUgGZ1CnPAUqtcAwOVyTXptP2ntj7S2ny74uVj756qFnp66di4jBX2aMVrg23gEM5lb3tHRwfLly5k5c2bW7aZChPPxEC1Ei7jQxiMZm0I9Z7ncIxNd20/+2+/309XVNe61/UIURmmhS845kla5aZpZ09FyFblgMMjBgwfRNI2NGzeO2ocb8rvundzfdBP0QnzIFSKFeJwKcUz59Bzke23/nXfe4ejRo2O6+QtlbX9oNbpzGSno04D0wLfRKr6N5XIXQtDS0kJ9fT3z589nwYIFY85qC9lNPl1u0ncLhejeLsQxQeGu7e/YsYOFCxfi8/kmbe2/G/L2840U9HOcbIFvI90Ao4lvPB7nyJEjBAIBzj///FHX5nLd50TJx/4KzUIHOcHIhUITTyno40MIgdvtzmltP1sK33jX9nO19gs1WC/fSEE/Rxkp8G00FCV7e9Le3l4OHTpEaWnpuJuqTNUaer72VSgU2ngk5zaFanHmIpzp1v5ojHdtf2gA39Ca/GP1CZgO96gU9HMQ27ZTVjlMvNWpbducOHGC5uZmlixZQk1NzYSasxSioOdzP/mi0MYjGZtCtoQLkbO1tp9N+Ida+zByTf7i4mJcLldexn02kYJ+jjFW4NtopItvOBzm4MGDCCEm1VRlqgXd7/dTV1cHkJp1D/1xuVwTDgA8UxSiKBQahSiehTgmKFwX8pn2HORq7R89epRoNMr8+fOHWfvRaJSqqioqKyvP0KinDino5wjJwLdoNApMrA57Miiura2NY8eOMXv2bBYvXoymaRMeV74LyyRJD9BbsGABxcXFqe/f39+fcVMCw1xt4XAYTdPo7e1Nif5kvqfk3UkhTQrTKeSJRqGOy+l0Zl3bl1HukjPK0MA3VVUndNPYto1pmtTX17N69WpmzJgx6bFNhYVuGAZHjx5lYGCACy64gIqKihGDXmzbJh6PpwQ++WOaJv39/SnxF0LgcDhGtfKnukzmdHloTBWFenwKVaAKcVyFurZfqOPKN1LQCxghREqscg18G4mBgQEOHDiAEIJNmzblbb1oKlzbb7/9Nj6fj02bNo3pSlNVNSXK6USjUUpKSli0aFHGcUz/CYVC9PT0pH5PD64ZSfCToj+RWAPJ2BTacSpU4ZTjGh/Je3u6M/2/4TnKRAPfhpLeVGXu3LmcPHkyr8Ef+RL0pIsdYObMmSxevHhSD4b0caWnvpSWlo74+cngmnR3fiQSoa+vL/Vasof8aILvdrtxOBwF+WCTjI9CFahCHVehln7NNfr+XEcKegFiGAbNzc0EAoFJtTqNxWIcOnSIaDTKhRdeiMPh4OTJk3kdaz4EPdlfvb+/H2BC0fbZxjXe7ZPBNSUlJVm3EUJgmuawSlnRaJSBgYEMd3/Sc5AU+mAwiKIoGaLvdDqnxUMkXxSqy70QKURBT56/QnRtS5e75IyTHvgWDofx+/0Tvgi7u7s5fPgwlZWVnHfeeei6ngogy+fDYLKCHggEOHDgAB6Ph02bNvHaa68VbGEZRVFwOBw4HI5Rq2UlRT9d8Pv7+wkGg9TX1w8rmjHSun5S9N8ND6IkhShShTYmKMxxJWtcFOL1KgVdckaxLItwOIxhGKiqiqZpExKkZFOV9vZ2li9fzqxZs1J/Sz4AbNvOW8T3RIVzaBR7bW1t3os7nC2LT9d1ioqKKCoqSr3m9/spLy9nwYIFQOI8pQt+8qe3tzejehYwqugn//ZueFidDQpROKEwx5W+xFVoSEGXnBGEEMRisWF12FVVzVrVbTTSm6ps2rRpWFOVfBduSe5zvPtLd7EPLTObL8u60B4qQ7+XpmljFs2wbTur6A8MDNDR0ZES/WRKzljBfIWetlfIIlVIJNOsCu1YJZ9XhTYuGF3QC/EcTxQp6GeR9MA3RVHQNG1CrU7Trd158+axcOHCrBdvIQj6UBd7tij2QnW5n2lUVcXj8Yza7S45IRwazBcIBFLlMbOl7SXLajY3N2dMAN4NkcDjpRAFCgpvXIW+hl5ox2sqkHfvWSAZXBUOh1NR00NvglwLthiGweHDh/H7/WM2VTmbgj6Si32i+8vXuM510gPtRiI9bS8p/t3d3ViWRWtra9a0vdHc/JNJnzzXKERLuFCF81y10EHWcpdMkFwrvo3USCWdvr4+Dh06RHFxMZs3bx6zqUrygj7Tgj6ai30i+8uVQhL0sznBSE/bS+JwOIjH42zatAnI3u86W2W+5AR0rGC+iaTtFap4FtqYClU4k8eq0MYFhVsqN99IQT+DmKZJJBLJCHwbidEEINlU5dSpUyxZsoQ5c+aM6yYa79r8aIw18cjFxT50f9JCP/Okp+3lEsE/9Mfv96cmA8nre6xgvnz1up5KCvEaKtTgs0J2a8ugOEneGCnwbTRGcrlHIhEOHjyIZVls2LAhI5J6LJKz5zNhoQshaG1tpa6ublQXe677y9e4zhaFNp6Jki2CfyiWZQ0T/FgsllGVLxk3ki76fr8f0zRpb2/P6IR1th/EhSZShSrohWwF5+Jynw5IQZ9iRgt8G41slm97eztHjx5l1qxZLFmyZEJRy2dC0MfjYs+FiY53OgjouYimafh8vlE7+CWD8oZ2vopEIpw4cWLMtL2hr02VkBSiSBWyoBfamJJIC10yKXIJfBuNdAvdNE2OHTtGT08Pq1atoqqqasLjmmpBT7rY3W53Ti72oeSre1uhPlgkCbL1uh4YGKC0tJSFCxcCmWl7I1XlG5q2N5qbfyIT4EKcFBaqoBeyaBby2PKJFPQpQAhBJBJJWRgTbeZh2zZ+v5+DBw/icrny0lQln+1O4bSgT9TFng3pcn93MvT4jCdtb2gwXzAYpLu7e1ja3ljBfNnS9gpNOAtV0AvZQh9rbIU67vEiBT3PpAe+jdcqH4plWezdu3fSApnOVFjolmVx8ODBvLjYp+sauiQ3JjLxTYrxeBrvJMsrp1fmy9Z4x+/343a76erqSnkAznbjnUIVzkK2ggt5bPlECnqeSC/wkWvg20jEYjGOHTuGbdusX79+xAfVRMglHW48xONxent7KSkpmZCLfSjTNW0NCm887xYm0ngn+dPX10coFOLo0aPDGu+MVplvKhvvFKqgF+q4QAq6ZBxYlpWyyhVFmZSYJ5uqJEU8n2IO+W132traSnNzMx6PhwsuuCBvHoR8UGgWeqE+6CQJRmq8E4lE8Hq9LFmyBBietpecxAcCgdRryefAWIF8E03bK1ThLFTRTC4JFuLY8o0U9EmQLBITCATQdX1SLnbLsmhoaKCtrY1ly5ZRVlZGd3d33m/efKyhp0exz5kzh2g0WnBCXIgPPMnoFKpQpY9pvGl76Wv7vb29WdP2xsrXH/pMKVRxKtTzN1YXuEKa+E8WKegTJJl2097eTn19PRdddNGEL+ZQKMTBgwdRFIWNGzfi9XqnpNUp5K/daTKKvauri0gkkrfxwfQMioPp9eB4tzCR+288aXtDg/nSq/Klp+2li37y/b29vSnRL4TGO4VaWCaXtq6FOO6JIAV9AgwNfJvohZx0W9fX1zNnzhwWLVqUuuimou56cr8TWUNPj2Kvra1lwYIFZ7RQzUQoJAGdLg+MqaSQzleSqbI6s6XtDcW27VQN/vSfQCCAbdvs378/a+OdkVz9U914p1A9B4Xcpz3fSEEfB9kC33Rdn9CDyDAMjhw5wsDAAOeddx4VFRUZf5+Kuusw8XanR48epa+vb8raneZ7f4UooIUoWIVGIZ63s0V68F06fX19vPPOO2zdujWj8U76TygUyqjMl954Z7S1/cnE/xTyGjq8O64tKeg5MlLg20Qs3mRTlaKiohEjw5MXXz4j0pP7nUi705EKxRSyoBeSgL4bHibTkUJcF04fU/o6/HjS9mKxGJFIhL6+vmGNd8YK5hspba8QjxWcXgoYaWyF2lBmIkhBH4PkzRCJRLJWfBtPkJlt2zQ2NnLy5Mkxm6pMpcs913an2VzsE93fZMYnS7++OyjE81WIIjXeMU0kbW+kynzpaXtDhT4QCGCaJrFYbErT9sZLoXoOpgIp6KOQHrgC2Su+5WqhRyIRDh06hGEYOTVVmSoLPZcJSLqLfe3atcOWA4aOM9+Cnq/9FJpAFNp4CpFCEYEkhXjOpmKSMVLa3lCSoj80mK+7uxu/3088HueFF14Y1ngn24/T6TwjQisFXZKqw26a5qjpaEmBHO0m6+jo4OjRo1RXV7N06dKcIlKnIuAsud/RJgnBYJADBw7gcrnYuHHjmKVmC9nlXkgU2ngkuVNo5+5seg1GS9s7ceJEKiZoqOAn0/bSa/ND9sY7Q139kxXjsQS9ECdtE0UK+hCSueW5tjpND14bup1lWRw7doyuri5WrFhBdXX1uMaS77rrMHa70/r6eubPnz+iiz3X/U2G6biGLhmb6eDePhMU4pjgtHBqmpZTBH820R8YGKCjoyNr453R1vZHM5Kkhf4uJRn4Fo/HUVU1p4jPdNd4+kUTCAQ4ePAgTqeTTZs2DYtUzYV8l2lN7jNbu9Okiz1bxP1495fv8dm2jWEY447ALTRBL7TxSMamEMWzEMcE48tDH0/jnaHBfIFAgK6urmGNd0YS/HzXyShkpKAzPPBtPMIxNL1MCMGpU6c4fvz4qMFkuTBVLvf0fY7XxT7VYxxpfOFwOGsErsfjydotq9AeeNJjIMkXhSro+c5DTy+fO9pnJtP20sU/PW0vEokghOC5557LGszn9XqZOXNm3sZ9NnnXC3ougW+jkW6hx+NxDh06RDgcZt26dZOuwz4Zl3vMNNnRfIqD3V24dI1L5sxjzYwqVFXFtu0Ju9iHkm8vQrrwtbe3c/ToUebNm8fixYuHuecikQj9/f1EIpFhubaKohCPx2loaMhLX2zJ1FOIQlWIYypUF/LZOFbpaXsj0d7eTkNDA2vXrh32DOnv78fj8UhBnw4krfKxAt9GI3kB9/T00NDQQHl5OZs2bcpLVaaJimUwHufLO15kf1cn9qA4Plp3lA+tXM0G1YFlWRw6dGhCLvZsY8y3hW7bNseOHaO9vZ3Vq1czY8YMdF2nuLh4xAjcobm27e3t9Pb2Zu2LPdKaXNLaz1Y/O1/fS3JuUYiCXohjgsKeaGialvX5IYSYVvflu1LQxxv4Nta+AI4dO8by5cuZNWtW3m62iVroDx89zDtdHZS73Dg1DSEE/niM/zt8iPJ5CyiNGxQXF0/IxT6UfAu6ZVm0tbXhcDjYuHHjqGtsQ8eRnmubzFI4//zzU9uku+eSVn00GsXv99PZ2Zn6HYZH3w517U+0U5ZkZApxSaJQx1SI114hl34txHFNBe86QZ9I4NtIJJuqAKxevZqqqqp8DnXCVt32k43oiopz0LWsKAolThftwSA721t577wFBdfuFBIV9Hp6evB4PKxfv35SrvFsE41cqmqNFH3b19eXmgSkd8oaKvTpE4CRKmpJRqYQj1ehjalQBd22bRwOx9kexjCkoE9DJhP4lm1fbW1t1NXVUVNTQzQanVAU+1hM1PqNWxZq2ndLeiQsy8Tp8VBaWlpQBVyEEJw8eZITJ05QXFxMaWnppNe5J/r9com+TcZdpK/lJ4trpPfETq/FnZxAnjx5MmMSMJnrUDL1FKJ4FuKYoHDHJQV9mmHbdsoqh/EHvqVjGAZHjx6lv7+fNWvWUFlZSUdHx5SswyQD2MbLptk1PFZfhz1Y8CYSiWAIgcvpYnVFZUEVgjFNk8OHD+P3+7nwwgtpa2sriHGNRi6dstLLaEajUVpaWojH4ynXfnop4ZHc+kMj9/NNobmTC208UJgiVYhjgsIVzrHS6WQt93OIpFX+yiuvcP75549YyzgX+vv7OXjw4LCmKhMV3rGYqCh9YMUqdrW10hrwg2WjaIliD1vmzGVNWfmoYw0bBr9tqOOV5pOYtmBzzRxuXbKM8hE8EJMRzqEpc06nk/b29mnRPnVoRa1IJEIsFmPNmjWpbYY2zIhGo4TDYXp7ezO6ZI3WGtPj8WDqJvsCB2iONuNRPawpWcUi76Jz8iF1Lo75TFOogl6o4yrUicZUMG0FPelmTgY5TQbbtmlqaqKpqYnFixczd+7cjAt3Kiq6TWa/szxe7plbyxMnG2lTFYrdHq6sXcAti5fS3NSEYRlZ3xc1Tf7mlZfY29GGQuLheqSnm1eaT/KtK66mLIuoT1TQOzo6OHLkCPPmzWPhwoUZ3aPyQSE+WIYyVu3soZH7Sdd+euR+b7yPvSVvE3SEUActjTc6d7LBdSFbSi/OCOJ7tzzU8kkhilQhjgnGV1jmTFKowXpTwbQU9KGBb8mfiVjR0WiUgwcPYhgG69evz/rwnaqUpInsN2n1ljidfO2Gm4dFsY8mwC+dauKtjjZKXS5cWuLSMG2b+r4+Hm84xkdWr01t2x+NsqutlWA0ghGP5Tw+27apr6/PSEkbOr58HMvpUMglly5Zv2l7DLPXZKZWjSISxy5oBtgTfYui/iKcEcewutkejwfLsojFYrS3txdM5H4hCpUcU+4UqnBKC/0cJT0taWjg20QEvbOzkyNHjlBVVcWyZctGDNQ6Exa6YdvsbW+jIxRidlERF86chZZ2kaYH6g21etMZTeje6mjHEiIl5gC6qqIpCjtbW1KC/nzTCf5j7276Y4m8bsU06dyziz9etyFjTEOJxWIcOHAAy7LYsGHDiGvQ2cY3kQdYIQn6VEwwLGFxOHgEt+7BpZ+euLmEix6jh5L5JVxccVHWyP2enh5M0+T48eMZkfujdcd6N0buF9I1lKRQBb1QhbNQxzUVTBtBHyvwbTyCblkWdXV1dHZ25tRUZaot9JZAgL977WUa+vqwhUBTFZaWV/CVS7Yy0+dL1WLv7e0ds1DMaJMPTVXJ9pgQCBxqYjJz0j/Ad3bvImwYzPB4QEB3wM+j9cdYXFbBjYuXZN13X18fBw8epKKiguXLl484ORqtecx4K/gV4sM47whGOGeJ8wbZI/fdbjeGYXDxxRcDpyP30/Pzx4rcHylPf7pF7hfadylUgSrkica7pTrktBD0XCq+5fqATzZVcTgcOTdVmcqgONu2+eedr3Gst4eywUIxMcviUE83//LmG3x5w2YOHDiQagKTS7vTkca6pWYuz5xoIGwYeAfzSWOmiQAumzcfgBdPNhGMx6n2ehPHFIFH1YgKwVMnGoYJenpt+6VLl1JTUzNmxOl0bJ8K+bf2NEVjWdEydvfvwaf5UJXEdR+yQrhVF4u8i3Le10Qi99M7ZCX/PZnI/UKcgBWiSBXimKBw19BzyY8vxHFPhHNa0AOBAC+//DJbtmwBRk9HG0t0hRA0NzfT0NBAbW0ttbW1Oc+Cp8oaVFWVpmCAI709FDudqUIxLk2j2OFkb1srT73xOhcuWozf5+VrO1/jcG8P5S43NyxazK1Ll+MY8h1GG+tFNXO4ZsEinm08TmBwXVxTVDbOquGGRQmhHohFQRl+AzhUlZ5IOOO1oSlpuWQY5FPQC0kgpuqBsbXyUk5GTtIV70JDw8ZGUzQurdjCLHd+61OP1gsbEvdQuugnrf1cI/fj8TjBYJBwOJyXPtj5oBDFsxDHBIW9hl6Ix2sqOKcF/dSpU7z//e+nvb19TJfKaIIej8c5fPgwwWCQCy64gLKysnGNYyot9IF4HNO2KUqbYQrANgxihsGsBQvo8bj56o4X6Y1GiFsWjUJwoLuTvR3tfP2yKzIu5tGETlNVvrDxIi6ZO49drS2Yts26mbO5fN781GRiUVk5ColgOT2t01zMslhVebpSXraUtFy/c74oJEGfKma4ZvAH8z/K3v63aIqcxKt5Oa9kDSuLVpzxsSiKMqnIfcMwOHnyJA0NDVlr7mcrvzvVAlKI11AhC3ohjqtQlyimgnNa0F0uF7FYLKeLaCTR7enp4fDhw5SWlrJp06YJlS6cyqC4Go8Hj64TNgxKXK5UrEDYtinzeVk9Zy5ffuUlOsIhLMtCUVUURSFmmjx1ooGrahdwZe3C1D7Hslw1VeWSOfO4ZM68rH/fOq+WXx87QkN/P15dR1UVBiyTCncR71uWEJFkStrcuXNZtGj8+dDS5T4+yhxlXFm1bUr2nW9Gi9x/9dVXWbp0KVVVVVnL7w4MDNDe3p7RHTE9cj+baz8fkfuFdi1J4Rwfo3kOCnHCNhnOaUFPBvkYhjHm2vFQQbdtm+PHj9PS0sLSpUuZPXv2hG+SqQyKK9Ud3LBoMQ8fO0J3KIRiWdiqiqpr3LpkeSpX3LRtHJp2Oqofhbht8X+HD2YI+mQnH0VOJ1+/bBs/2P82r7c2YwtBrcvDvZu3sLyiYliXtCQx0+TJEw28dLKJqGWycVYNtyxZRtWQNVvpcp9abGFzMHCIXYE36XP0IXoVLiy9ALeW/9LFEyU92n4kskXuRyKRDNf+aJH76ROA0SL3C1E8pWt7fBTqRGMqOKcFPSnikUgkp2Cw5AM+HA5z8OBBhBBs2LABn883qXFMdaW4P1xzPpG+fl5ob8V0Opjh8fKeJcu4Y8UqYpaFKexEtHP6zTS4zn3S7x+2z4mOVQjBvq5Odre3MsPj5c82Xczqyireef11VpWW8dZbb2VNSTNsm79//RVea2kGQFUUjvb2sKP5JN+84iqqvaeP/3iEOBCL8dLJRtqCQap9Pq6oXUCpyz3u/bxbsIXNL1sfYXf/HgzLwNYt2tt+ze7+PXy89g/waiMHxBUaudTcT+bajzdyP13sLcvCsqwz+M3GphAnGVDYE43RxlWIx3KiTAtBT6aqjYaqqqnWnMeOHaOmpobFixfn5QKcyqC4SCTCO3v3cmV5JX908SVEgVKXC8fgmrZXVVlcVs6e9jaELVDUxFgs20YFKoc88CY6VlsI/uut3fy2oZ744APOoapcPm8+G4B33nmHysrKrClpu1pbeL21hWKXC89gdLNl2zQNDPDrY0e454L14x5fQ18vf/3SdloCfhQS0fY/O7CPr16+jZUzEmv5hSTohTDBOBaqY0//XpyKA4/mJm7FcWkumiInebX3da6puuqsji/fQqVp2oQj9/v7+4lGo5imyZtvvommaSO69ae65v5QClnQC3FcuVjohTjuiXBOC3rSJZdredfOzk7i8XiqqUq+mAoLXQhBMBikt7eX2tpaFixYgKqqZIsv/syFG7nn6d8Rt21UCyBRAtSjO7h+0eKMbScqLLvaWni8vg6nplE+uC4ZNgyeO9GAs7iM9y9ay4IFC7LeGG93dmAJOyXmkFird2gab7S2jFvQhRD8y87Xafb7qfJ60VUVy7ZpCwX5pzde4/4bb5k2N2g+ORI4iiVMivUiDDNR/ldXdFQU9g3sP+uCfjYYK3L/ueee48ILL8ThcEwocn+o1Z8PA+JcFs6zQaGOayo4pwVdVVUcDseYFvrAwADd3d2p3PKx3PMTGUc+rS/Lsjh69Ch9fX2UlZWxaNHo+cQXzJzFn226mO+9vYewYaAqCm5NZ1NNDe9ftjIvY32tpRnDtlIWf7JCnGlaHIqE+FR1ddaHTNgwONTdhT8WIxSP43M4KXe7cek6QpwuWJMkl7XME/39HO3tptTlSkXaa6pKuctN40A/R3q6me/2nHWLuNBIFpoZioKCzekJab8xQGeskyLdx2zXxGNLpgvJqP2xIveHuvaTNfeTjXnyFblfqIIux3X2OacFHRJWejLidShCCJqammhsbKS4uJiioqK8izkkRChf62zJdC+n08m8efOIRCI5ve8DK1axcXYNr7Y0EzVNVlbOYOPsmnHloY9GxDBT/7Ztm3A4jKqquFxODJE41t3hMDvbWohZFufNqKa2tJT73niFg91dqVauA/EYIcNgpteLJWy2DhasGc/4IqaBbQt0R+Z301QVS9iEDQPF4y0oQS8El/tS3xJe632duB1HIXHsLGFhCZvVxaswbZOnOp9h78BbxOwYmqIz3zOP981+DxXOkasP5otCfPDmcs7SI/dLS0tH3E+2IL6ka388kfuWZRWkxVmolrBcQz9HSN5I2Vzu0WiUQ4cOEYvFuPDCC+nq6sI0zSx7mTyqqmIY2TuYjYfW1tZULfYFCxbQ3NxMOBwe+42DLCgtY0FpWda/NQ0M8Fzjceq6u9DCYcp7e1hWkfuyw9rqal442Ug4FsOKx3E6negOB/5IhMVeL8+dbOLHRw4SiMexRaIeaZnLRVc4TIXbg6Yo9MYSrkkTm9ZQkItr5vKepcuHfVb6Q9QejAdITydcWFZOucdDXyTCjLT10UAsRonTxbLKSjDMsy6ghcbK4hWsKVnNfv9BLMvCxsKwTGa5Z3FpxRZe6tnBa72v49JclDpKMWyD+lADP2/5FZ9ccDea8u4onzmUfDzwxxu5n27tD43cB+jt7aWzs3NCkftTRSFOyKBwJxpTwTkt6HA6Fz2drq4uDh8+TFVVFWvXrkXXdbq7u6ckEh0mb30lXew9PT0Z6/v5cuW/1dHON954lb5YFEUIYnGDwy9t57MbNnP5EAt5JK6YN59HDuyn3t+P2+kkbtsYkTC1JWUs1J18/+A+DGFT4XbTGgwSNg16B70L0cGJlAJoioIlBJYQ6KqSauYSM01ePNXEC/V1hMNhThZ56QyHeL6pkZARZ2lFJb+/5nwumjMXr8PB769Zy3d376I9FMSt6cQsC01R+ODq8yh1uQmZoUkft0JBCEGv0YclTGY4Z6RKvI4XTdH48JwPsbtoD7s6djMQGuCi6s1cVL4Zt+pid/8edNVBkZ5YT9Y0DVVRaYm2ciLcyBLf4jE+YXIU4gTsTIpUeuR+eXl51m0sy2LPnj34fD7KysoyIveTkwDTNEeN3E8X/XxSqMJZqOOaCqaVoFuWRX19PR0dHSxfvpyZM0+Xvpyq1LLJ7jvdxT50fT8f+e2WbfP9d96iPxajxleEZVmE7BBR0+T7+95i4+yajGA1WwiipsmuthZODPRT6nKzuXoW7Q0NfLR6NnXz57OzvR1L2Fw8Zy7vXbaC/3r+OcKGwayiIrrCYSKmga6qGLaNLQSmENhC4NZ0NFXBsCwcmsbhnh5eaT7J5XPn8/XXX2FnawuGlViX3/n6KwgYrF+v8nZHO8d6evjby7exZe48blu2glKXm0eOHqJpYIDF5RXctnwF1y5cnDp2hSQQEx1Pc6SFR9sf51TkFAKY4ZzBTTOvZ1XxyjHfmw1d1bmofDMLYrWc6DvBxVWJ5iz9xgARK4JLzazo51Sd+IWfAWNgQp83XgrNwis0q1PTNDRNo7i4mDlz5mTdZmjkflLo0937yZr7o0XuezyenJuaJK/tQjpWSaTL/RxBUZSUoAeDQQ4ePIimaWzcuHFYfupUC/pEHtbJFLq5c+eycOHCYRddPkTppN/PqYA/FZmeuHgVyt1uusNhDvd0c+HMWZz0D/B/hw/yekszHeEQQoDXoYMQfN8WfGzRUt6/eTPbNI1PDvmMSNpx9Q8W81AHf8SgmAPYCBSRKF1b7nYTt2wODa6v72xtocTlQhNO/JEwnYaBGOwsV+x0Uex00RkO88D+d7h4zlwUReHKBQu5csFCRqKQBH0iDBgD/ODkj+g3+vFoHhQU2qJt/LT5IT5ZezcLvLV5+yyf5sWn+/Cb/owiMzE7hq7qlDuyW4ySM89Yk4yprrk/dBKQ/mwtREtYWujnEA6HgyeffJJTp05x1VVXpdK7hjKVgj5eS3okF/tQ8jHmVGSzkvlq+q/twSB//fILtAaDRE2TiGmiCEAIylWVqKrw6652brItfGkz9saBfl46dZKWWJSYZREyDGxxet+JVq8q5uB3MCwLS1HQFYW4mSiI49J1dra2JCx4XccwDOK2SPb/JGQYlLncKIqCz+HgeH8fIcOgaIza8MkHXqFYWEMnZ52xTtpjHZTpZczzzM06xj39e+k3BijRS1JudofiYMD082rv63kV9F6jlxK9mJZICzErRpmjDAuLkBlmiW9xXj9rJApxAlYo1086kx3TeGrujydyH+DYsWP4fL4zXnN/NAq1gt1UcE4Lend3N729vTz22GPcfPPNo6Z3FYrLPRQKceDAgZxS6PJhodeWlDKnuJjj/X24fYnTLYSgJxqhyuNlRUUlDx06QFsoSLXXS31/H7qioCgQs0yEy0e1x0N3JMzu9ja2zqslapq80nyK7+59k2A8TjgaJSxsgv40t+zg8VAGf0TajyUE3dEIKtl7eQ+2fBn2R8O28TkcqUYxo1GoN3DMivFgy/+xz38AS5ioisZ8zzz+YN5HKXdmWsHtsU4EImPNXFEUNEWjJdoyoc/3G35e63uDA30HiTvjaH06CiqPdfyWqBVFIAiYQUJWmApnBeeVrOaWmTdPeN1+vBTSeStUN/KZmGSMN3I/uXSoqmrWyP2x8vOdTueUfadCrWA3FZyzgv7888/zkY98hHg8zhe/+EWuueaaUbefyjXVXPc9lot9KKqq0heP0xoMMMtXhDqBC15TVT6+dh3f3PkqraEgqoCIaVLp8fCHay/A63Cwv7szo3NasuKcoqjEbBtNUbAFHOzu4vH6Yxzr7aU9FMShqlS4PfQIO2uGszp4bFSR8BTYJKx2VVXRBLh0nWdOHOfOVWvY0XySmGmiAm5NQ7UtDMtKre9HTZOYZfKeZcvHJeiFZmE90vYb3hp4G11x4FY9WMKiMdzI/578EZ9f/KcZwlnqKElUwRvyHSxhUeEYfxpZn9HP9xrvpyvWhbAFpmbxfy2/xBY2TtVJuaMMRVEwbIM+o5/F3oV8eO6H8vK9z0UK0WMAhXNNp0fuJ5c4V6xYkfFcyzVyP1vN/aGu/YlE7ovBdFnZnKWAMQyDL3zhC3zlK1/hV7/6VU6BG2fTQs/VxZ5O40A///72Hg50duBqO8X8klLuWrOWjbNrxj2+9bNm882tV/NMYwMnensx+/u5+/JtrKxMNE8pdrqwbIFtWWgC4grog9HomqoQiMdRFfht3THiwkYRCWvZtG1OBfzDxFwHTAZveE3D53bSHQlD8uYRgmKXiyqPl55olGKniw2zatjd3opl21imiVfXMVUVw7LpCAXBFqwoK+e6qln09vZmrN+NRqHcsIqiEBER9gy8haboOAeDz1RFRbEVmqPNNIabWOQ7HROwvvRCXut9Hb8ZoEj3oaAQtiLoisbm8o3jHsML3S/SGeuiRC/GtmziVhwTk4gdoVgvSj0sHaoDn+blRLiRqBU9Y41bCkWohlJoYyrE45R8/g0dV66R+9nK73Z1dWWN3Pd4PLhcrpwi93NZ2y+0YzkZzklBdzgc7N69G13Xefzxx0csLJPO2QqKS7rYdV3PuUpdXzTK377yMqf8/TgBl6ZxrLeHb7zxKn9/+TZWVM4Ycx8doRCP1R9ld1sbTk1j6/xaPrrmfDAMXn/9dVak5aBvnTuf10810RsymOH10hYOERkslOOPxTBtQanTSdA0mOX1MRCLoaJgp1nmyVtCkBBzSDx4fA4Hwraxku5LEjeQPx4HAaawea7pOMvKK1lcVs7Rrg78A35uPv8CLpw5m5fqj1F/6hSrqmeysqSU/o4O2hobU+t3Q4twJP+frKtdKIIOECaCKUx0JfO20xSNmB2j1+hlEacFfZZ7JnfU3M6v2x4lYAURQuDR3FxVdSVrileP+/MPBQ4nSr0qaqoynK46EJYgasfwcjqnP7mNJSZWMEkIQVOkiWPBehRFYWXRCuZ6skdlj7aPiB1BRT0r3eDezS738ZIc00TGpWkaPp9v1CZZE43cTwp8X18fPp9vXJH75yLnpKADqQd2tjz0bJyNoLjxutiTvHCykdZggCqPh3g0htfhwKPrtIdC/La+bkxB7wiF+MuXttPkH8CpqdhCcKS3h70dbXxpw0UZ28ZiMUp7etlYXMq+aISeaDQlvuqgla4rClHLwqcnXF5ehwNVVUgvjpdNNgXQE40mXPiDvyswWHtd0BeLoioKe9rbeLujA4+u8/6Fi1nqK+WixUtpbGxkjj/I1RdtoaamJuP4Jdfvkjd28v/JTlrJCnvbt28fJvZD/38m1tcURcEnvDhVB3HLQNdO33qmMNEUjSpn1bD3nV+6luVFy6gPNWAJi4XehZQ4sgcyjTmG1Fk4jUPRUVAwxemiS0IIIlaEJb4lE+rAZgubX7U+wpv9e1ITgue6nmdr5eXcUH1dTg/9pvBJnu16npORkygorChazrXVV1PpzF8PhrEoZEEvtDXhqQ48G0/kfrprPxRK1KM4cuQIsVhsWOS+x+NhzZo1UzbuM805K+hJRiv9ms6ZtNAn4mJP55Tfj0CgKxrxZJC6ouDUVOr6e8d8/2P1R2nyDzDT600VbomaJnva29jZ3oZC4gYMBAIcOHCA8vJyvnbDzWw/1cR9b7yKz+Gg0uPBPVhvvTUYIGQYxCyLsJmoFV/sdNIzSllahcEJgZ1pxSfWaG3swddLnE7mFpcghKAvGuWXDXV8bMZMnnlzFy+0tRL2uJh9vI4bFNg0Z+7p/Y9Recs0TZ577jk2btyYcaOHw2F6enpSN3y6lT+S6Oer6pYTJxeXX8QL3S8RtaM4FAeWsDCFwbKiZcz3zBv2HlvYtERbaY22oika1a7qCQv6+aVr2d71YobVbQoLp+pERaUv3o+uahi2iVfzcU3VVRP63nsH3mJn/5s4FEdqQhCxI7zQ/RKLfAtZUTS8OiCcFtC2aBs/PvUAATOAR/NgC5u9A2/REm3lUwvuwaefO21ep4Kpeo5NhrM9yRgpcj8SidDR0cHll18OJDpzplv6hmEU3IRtMuRV0FtaWviLv/gLnnzyScLhMEuWLOGHP/whGzZsyOfHZOByuXJunzqVQXHJmyzdxb5x48ZRSz2ORLnbnWoJmt5QI27ZzPSO3bv9zbZWnJqaEnMAt67TF41ysKebNcCpU6dobGxkyZIlzJkzB0VRCBkGTk1jlteXusgVRcGrO+iPBbHSZuEqCo7BlLT0KHZICHe520MwHktZ+wBOTcOrOzBtm5AwUIWg1OWmL5qIrnaoKp3hEI91ttFpmvRZFkafhd3SzG+OHeH3Vq3hi1suG9ex9Pl8OEdIcUuP0k239JMBO5FIJKNf9kgWvtvtztmNd8vMm7CFzRt9O4nbcTRFZW3JWj445wPDHiymsPh5yy95e+CdlAg/0/U811ZdxVVVV47rOABsrbyMo8FjtERasW0bCwu3cHFF5eXMdc9lr/8t/IafWs98LqncwjzP3LF3moW9/W8jhI1bP33tezUvfmOAfQP7RxR0SFxvr/ftJGAGqHBUpI6JW7jpjHXytv8dLqm4eELjGi+FaqFD4Y2pUFPDkuNKjs3lcuFyuVKR+4U4OZoMeRP0vr4+LrnkErZt28aTTz5JVVUVdXV1IwZC5ItcLfR8VF0biaT1P1EX+1CumF/LY/XH6IpEcA8WZumPRnFoGtcuHL3zGoBT01PFXJIkH07a4IXd3NzMunXrMlJS3Lqe4RpP0h+LYdk2xU4XYdNIpZ5pKKyomEF9Xw9G2ucVOZ3ELRObhHsdkbA0Y5ZFzLJwqIllAE1RaA74E8VnOD0heMcwhrnwo5bFTw/sY3F5BR9YOfb6cS4Pl3Qrv6ysLOs2YxXgiEQiGbm4I4k+JM6Bruq8v+a9XFd9DV3xbkr1khEbn+zq28Xe/r04VVfK0g1bYZ7ueo5FvkUs9C4Y8ztC4tgfCR5lv/8AFXo55cXlhCIhjKDBtfOuZlXxSlRFZXPF+APtshG2wyhZ0twEELZOe3W64z3s7d9LT7yPSmc5MTVxHzeFT6IrmV4RTdEQCNqibXkZYy4UqqAXYqGUs22hj0ShjmuqyJugf/Ob32TevHn88Ic/TL22cOHIVbzyhcvlIhgMjrndVLrck0UY6uvr89JrfX5JKZ/bsJnv7tlF28AA0VCIYpeTO5av4pI5w92yQ7l83nyO9Hbjj8Vw6zoOVSUQj+NQVcr8AUBh3bp1w4JQNs2uocTpojsSpsrjRVEUYqZJyEi0Pa0pKiJm28RMk5hp0h+NUtfXiy0EHlXDQmDYNsF4PEOQh67cGoPnIT1QLv3vQ9+bfM0Sgh++s5f3LFuBAvyuoY7nTxwnEI+xbtZsllVU8lZ7O23BAAtKSymPxybtlcll7S4ej2dY+J2RLrb3v8hJuxnVVqiJzGZReAEOxcGuXbsyLHvbYxN0BzMC+ZLs6X8LAbi004GUXs2L3/TzzsC+nARdCMHj7b/jtb43Mlzt1eoMNhrrWVMy/uC6sVjiXUxT+CS2sFNpeJawUICFgwVq6oL1/LT5IYJWEGHboCioRQrzYvMo1otpi7UP+x6g4JvAmv5EKVRBL+SguEJjrMlPIQXN5oO8Cfpjjz3Gddddxwc+8AFeeukl5syZwx//8R/ziU98Il8fkRWn05mzy30qBD0UCnH48GGEEBN2sWfjkrnzWF5cwq9efYWV561hzYwqKj1jP8yEELg0DdOyODW4xq2rKiUOJxs9XjbNm8+pU6eGiQdApcfLPRes5z/f2k37YDCJaVvYQNCIc6S3B01V8TkchONxLATKYGU4Q9gUOZ1EDIPYkOM81i0z1t/TBb8nEqFpoJ9fHj7Ec40Nie+nqBzu7iZqmhQ5nbh1jX2dHShGnCWtLVyeg1djoiTLDyezF7rjPfxvw48Y0PwoWmLZ5JirnnB5hIv7N1FTU5PROjM5EUgG66Rb9n1mHwC2ZSXchqqaqHmAIGoP7zCYjRPhRt7o24lD0SnRE2uLprBoj3VwVK9jG9vyfky2VFzE3oG36TP6cKiORMCSMJnlmsmGsg1YwuI37Y8yYA4kJkQiDjYIVfBY72+5afYN1IcaCJkhvJp3sNhNALfmYm3J2ryPdyQK9WFfiOJZiF4DKNxxTRV5E/Tjx4/zX//1X3z+85/nS1/6Em+++Sb33nsvTqeTu+66K18fMwyPx5O1fepQkmvo+bwZki72mTNnEo1G8ybmSXxOJ8vcHrbOy73s5ivNp/j+vrfw6A58TidhwyBiGLhtmz/adDG1NTWcOnVqxMnN1QsWsryikleaT9IdCfObuqMZ7nvTthmIxVJBbwqJnPWE6BuTeggmq8oNHVn6Hp2aRtPAAC+ePEGRw0mR04ll23RHwpgisZ5f5fUhhKCxN8oP9r/NJbULMuIJppLnurYzYPpxqa6UdWraJqesZha45nP53MuHvWdomc1IJEIkEqHCKqeLbsLxcOogCBVs1ULtVqgL12UE80XVKI91/5bDgaMYdpxZ7llUOWcQtw3KHae9MbqioSk6p7TmKTkGFc4K/mjBx3mu6wUOBQ6hqirnlZzHNVVX4tO9NIVP0hHrJGbFEIjB6HuwFZu2eDse1cNllZfweu9O+ozEpMare7mx+nrmeMZfh2GiNEdbOFx0lN7WfmrcNVxYum7CAYn5pFAFvdDGBO+uxiyQR0G3bZsNGzZw3333AbBu3ToOHDjA9773vSkV9PFY6JCfm8GyLI4dO0Z3dzdr1qzB6/XS2tqa9xttImN+rP4YcctidlExtm3jsQSmQyWsQl08Si1jV7abV1LCh1at4ScH9tEXjaYEW4jTIXoC8OoOolai77g6GL0+GZsmuXavclrUh7rfz585i7ZggLhlU+lO5JiGTQPTttEVhZCZ6EuvKAo+RaU5EKC+t5e6vh6ebzxBIB7jgpmzuW3ZCuaWlExitNk5FDiEgpJR8U1XdeJWnDa1Pet70stsuopcvNb5BjvDu4hoiSj8uGbgVl2J3vDCYJY6i9XO1cRisVQebke8g5fKXyGmnr4XjodP0BQ+iaZoqQeboiRS1Gxhp3LRAQzb4GDgMK2RVvrNfvqNAcJWmPmeeVxSsWXcQlrtqubOub+HLWwUMvOTLWERtWLY2Ghoqb8lx3QkeJT31dzGxrL1HA+fQENjedEyShz5P18jsbNvF4+2PU7AG6RloI29A2/zet8b/OH8jzHTVX3GxpGNQhT0Ql2rzsVCL7RjORnyJuizZ89m1apVGa+tXLmShx9+OF8fkRW3252ToKceGpN0wWSLYk8G5eX7Rksfc65R1E3+ATy6A9M0CYdC6LqD0iIfkVCQlsFYg2yCnm3se9vbBtdwNQSJ5ir2YAAbQLXXS0c4TNiIDwvCmyg24EAh29SgyuvjLy6+lJdONhI1DdpDQVRFRU+WeSUzmE8MehB+tP9tdrY0IwBNVajr7WXHyUa+edW1LCgty8u4k+iKnpGZAKddt6oY/bqzhc39Tf9LXag+MSkYzHQwhYnAiVf3ckHJWq6uumqYpfjd4/9JPJCYzKioqTFYwsISFv3hfhRbJapHMRUTgcCDh6cPP8N8zzx+F32SNrODuB0jLgwUwKN5aY22sc9/gD+Y/xEW59APvTvew86+XbRF2yl3lLGxbAPzvZlxH3M8c1Lnaeg1p5BIcYPEpKB6FPHsifewo+dVDgePoCs6a0vO49KKSyad1uY3AjzR8RSmbeGx3JQ5yrCFTU+8h6c6n+aueR+Z1P4nS6EKeqGNCQrXczBV5E3QL7nkEo4ePZrx2rFjx6itndouTS6XK2eXO0wuTWGkKPZ0SzpfGJbFzvZW3ggMwKkmLp47P6Nv+UjM9hVxqKsDJarg8SSaHliDAUXVXm9qvMmx7mlv49fHjnCsr5cKt4frFi7i5iXLcKgqpW4XCoMR7YqCU9NRFAgbCeFI9Ct3ETTGnlDligoYJD5PVZTUREFXVRaWluHWdF5saiIUjxNMtmodfK8lBBXOxFq2LQRhy2Kh28Pu1hZ8TmeqQ5stBG3BAA8d3M9fDqbBhYw42xtPsK+zA7eus2XOPDbPmTvu+vnryy7kqc5nsISViMwWAkMkcl3n2aOngR0JHqM+VI9D0VPV5BzCQUREmemayRcWfzbrwylkhqgPNyAQaIMtb5JpjyiDAu+EsB1KWeUaKqZi8nT8WWZGqmlRWtEsnbh++txGzSilSgkBK8AjJx/l7pkfS5XdzDYpbgw38v2mHxG0Tgep7ux7kw/UvI+N5adTV12qkxp3DY2RplSwXCLtUeBUXBTrY7u1++J9fL/pR3THu3EOrtM/37WdhtBx7p7/sYxAwvFyLFRH2ApTrBUTIhFLoioqbtVDXbCBkBme0KTBFjZv9u9hT/9e/GYiPXBLxcXUeuePaz+FKJ6FKpyjGXDJJdjpRN4E/XOf+xxbtmzhvvvu44477mDXrl3cf//93H///fn6iKyMJw8dJiboQ13sQ6PYJ2JJj0ZHKMTfv76Dut5eItEoL+96nbmHD/Gliy9hUdnIaYCmaXKe08V+08Jwu/A5HEQti95IhFk+H1sGC7MkLfTXWpr5x52vETYNvLqDk/4B/vvtvTQHAnxm/Uaurl3I7+rriQ2WhFMHxVMBSl1uopZJd1pxGV1RMCd4gyTWzxXcmkrEstBVlRUVlURMk2A8Tsy2ONzbzTde30F9bw+VHi99sUS5RxNSngRLCNqCQUBQrOusmjGD7aeaqEyr8awO5tbvam1BCIE/HuOvXnyeg11dqQnEUw313Lp0OZ/esGlcD6ptM67gcOAITZGTqQevisqF7nXMCs8c9b2N4UYEZJSGVRQFXWi0RFsxhYlDcQx7nyVskr6JhDDaqXVpAKfqZEnRYg74D+JUnIn1faESs2PEFYNmvZUiPRHFHzbCg9MBBRsLExOHcNAabWPn/p0oEQUTk66SHnpcvTh1B4scC1nlXckvI48QMAMUa8WoauIaC1ohHm1/nDUlq/FontSYrqm+ip82P5SoUCcEmqJjGRYe3cO60vPHPM6v9+2kO95NuaMsI1ahKdLEPv/+jAnEeLFFslOgkuHySUw8RMZSxXj4bccTvNb7RqLmgqLz1sDbHA0d4/fn3smSHLwfSQpR0AvV5V6o45oq8iboGzdu5Ne//jV/+Zd/yd/93d+xcOFCvv3tb/PhD384Xx+RFbfbnZOFniwuMF5Bz6VQTL4t9P96azeHe3qY4fHgMk08bg8n/QP865s7+c7V12W1GkOhEPv372ddUQnO89fx+PF6usNhNFVlcVk5f7phE6WuxNgVRcG0LB48dICIaTLbd7oxhz8W4/mmE9y6ZBl7OzpwaCqGmThmSXd7pdvDAze/h1OBAF/e8QJ9g6Lu1HWsLDnkuSAATYH44Dq8YVl0hEP0RiIJkR201p85fhxtUCzMIWv2M31FXFm7kLBpUFtahreljXBxCYZl0+wfIGImJgplbje2EKkOc78+epj9nZ3M8HpTndz8sRiP1x/l0nnzWTdrds7fw6t5uHfRn7Cn/62Eta06uKDkfEqDJTT2NI75Xhj+wLYRuBWdtwf20RBuQEFldfHKVP54sV7EPPdcjoaOpcQm3e0/yz2LCkcFLs2JR02kvZnCRCgiFaTgtJ3E7fiwYkaKrqIrOprQYIVKW7SdulADASNAcpGjwTjBnr636FK6UGyFcDw8GDSZKG7kt/zsqH+FNcWrU0F8q32r2Fy2kT0De4nbCQ+GAwfXVVzDvCwV84ZSH6pHV7RhsQq2KWiKnJqUoC/2LcSlugjZYVITpcG68kt9SynSxi7uNJSOWCdv9u/GqTpTqXdCCHqNXp7tep7F3kU5i3QhCnqhRpMX6rimirxWirv55pu5+eab87nLMcnVQofxV4trb2/n6NGjYxaKSbfQJ0t7MMjbnR2UuFy4NI0IJNqUejycGOjncE83q2dk1vzu7Ozk8OHDqXGuV1VuXrachr4+3LrOysoZKfFKjrc3GqE54KdkSB/iYqeTtmCQ11ua2X7yBDN9ReiKQm8smirXOqeoiBkeLzVFxSwtr+StaCtxYScKpyhKRpGZ8aKJRHMXG1KpcyrgVDUMYWEKG9MCjdOBc8mI++5ImOMDffzHdTehqSrPdfWgORwE4rFUIRvDtggF4jg1jfcuW4GiKLzU1IRDUzPashY7nbQHg+xuax1T0E/5B3j5ZBP+eIzFZRVcNm8+F1ds5uKKzalt2kPZA+LSuaD0fB7veIKoHcON63QAGzYu1cWDLf83GGQGO/t2sr5sPR+acweqojLDWcnRUPb93lx9I6eipzBsk4jVO2yNHyBgBTKs+iQRK5IKXHu661nidjxV9z1pyYOgRW1NvKYpWIqNT/XhwIFlWyDihKNhTvWfIhwJc0Q9xglPI0E9hKmYqKg4FQdl8TJmRqvw+/3D2mXawqYx3ETQCjLHXYNbdacs6SRiMIXSqQ73YgxFCEFLtIX2WCdFuo8l3sXoauJxWOms5PLKy3i+azsRNQJmIhahWC/muuprJiSmTeEmYlacCsdpD5uiKHg1L23RNoJWiGI9e62DbGMvNEEvxDFBblHuhTjuiXLO13LPtTkL5F4tLt3Fvnr1ambMGL0ZykSt/2wEjDimbePWdRgM6kKIVJnVYNrkxbZtGhoaaGtrY9WqVVRVnRb6CreHitme4R8wOF6nqqGrKmbaQ1EIQVc4RH8syo8OvMNALMbc4mK8jkQKHCRqwvfFYrSFgiwoLeOWJUs50tWJMVjr3cpRzB2qim0LrDRxMYXAzLKtDcQsM1XlLvla0k1vD0qUZdu82nyKD//mYT6y9nx02+al5lN4dJ2omZgMJF3qUdOkPRwiblmD6W5DgrMUBaEw5vd57sRxvvPmGwTiscE9KDxSWcnfX3FVTnUD0ilzlHHnnN/jwZafE7VjJA3oCkc5fsOPW3PjGBSrmB1nd/8ezitZzdqS83jbv2/E/R4PH2eOp2YwuG7493GrbqJ2ovyuipoZ/S4MVEXFEAbYYKadoWHW/OBrpjAZsAZwqS50VadIK+LqpVdRpBfxcs8rNHWcJGJGE4VnBgP4DEy6XN38X+8vuez4FoQp0DQtEXTqibPD8Rp99CGUhLt6jqsmkY9vxXBrLoQQhK0wDtXB6uLM4NyhRK0ov2x9hKPBo8SFgYZKtauK35tzBzXuxOTtmqqrKBOlPHdiO74yH/M987iofDOz3bNyOZXDcKgOFIWMND0gVXzHoeT2KB6rv/fZ4lxcQ5+OnPOC7vF4Uq00x7qgcikuM9Fa7PmqFT+nqJgyl5u+WDQh6oM3fyAex+dwpNbQY7EYBw4cwDRNNmzYgNebu3ioqopP17moZg5Pn2jAoztwqirNfj+90Sj6oEs7Zpmc9PupLS1NBeTFB9e3iwcF/rqFizl28iSPtZyiJ57bxErjdLW4JMP7gGV5n6pC2pp5gsS/7DQX/KnAAN/e9QbrHS4azDjVXh89kTAD8Xgq2M6ybZ4+Xs9sXxFb5szj/w4dSKS+Dd78YcPAoaismznyA7wnEua7u3cSNozUskXcsjjc3c2P9r3NFzZvOf39xkgVTLK+7EIW+Rbx1sDbRKwItZ75PNf1An4zkBJzSASWxawY+/0HWV20irAVBhIBcKePTOK/Pf17GTD96IqeEOYhJFPLNFRQFDQ0NEVDRcW0DeIijs3wSc9Qhn67mB3DUixum3UrRXoRcTvOKz2vggALKzFWJdFtzsICBboc3exfcIj1JRfSH+1PTNICr9Nn9+PAgWKBgclx8wRFZhEDWj/9SuLedygOLnRdgC/gZcAcGLGxzrNdz3MgcACv6qNIK8YSFm3RDn7e8gs+s/BP0FUdRVFY4VlOIORn28JtHAgc5Nmu54hYERZ6F3JR+aZxpdEt8y2lSC9iwPRTppemvC8RO8qGsgtzbg9byNXrClE4paCfY4zHQh9L0JMu9jlz5rBo0aJxXQj5stC9DgfvX76C7+97i45QEGFbRCMRUOB9y1ZQ5fXS39+f6pK2YsWKcQfiJcXlY2vO55Tfz9HeHuKWRX8silNTqS0to8jhJGwaBOMGXeEQ80tKiZomgXicq2oXpKxPVVG4rmYub/R0YakK5U4XvaEQA5aZesDrKNhKQnQ1EsVhopaVIQBuXSdiZrPPB8eMAlks+OR30RQFbXBSNcPrJWaa7A76cbndxCyTsGniVNXBbRLvdaoaTx2v55+uupZdrS0c7+8bXJ9P/P3KBQvZMHvk/OudLS0MxKLMTItBcGoaXofOjpNNfHr9JlxDMhNMYaEOyVMfSrmjjCtnXJH6/Zmu50aUUkuYoICGhomZsgDTrezOeBc9fQlXu0t1EbfjGeKcfI9b81DmKCU5iYxYEcLCJi6M1EQhm4WfJPG9NCxhIRDo6DgUB7NcM+mIdXIocIg+ox+nkohKV1Ew0tq2JsdUF6qnMdyER/Ng2HEidpRivQinmohcdw+OTXVpfLDsDprCJxGmzUxrJsXhIg73HKHX6EWLa3jxZFTfU10qu2JvoqHh1BJWs67olOqldMa6qA83pJrHJOouCB5r/y2v9r6GNbjccTRYx+7+Pdyz4OMjtnM1hUXECuPRvOiKhk/38Z5Zt/DrtkfpNftQBKAozHXXcG31NSMe06EUqqBLC70wOOcFPdc8dBhZ0JMu9q6urpxc7CPtO19BcbctXY5Hd/Bo/VFOdHVS7fHwnuUruWXxUk6dOkVDQ0NGl7Txkpx8VHm9/OMVV7GzrZVH646yp72V+cWlOAdFaH5JKfV9ffjjcdqCQTRVYW11NZ+8YH3G/rpjMXrjcUp1nVAkgqZpuAbruttC4HYkCtDMcHsIWybRIYFzLk3DzHJe0q12G0HMHsznTr1GyoWuKAqGZaMo0Njfj1PTUCybLeUV7GpvwxICp5qMhk54GSo8HsJGoijNt666lt/VH2N3Wyseh87W+Qu4duHiUSvMxQYnLUPPgKYkljJM2yaZPHU8foJnXc/zyKFHcakuNpdv4tqqq3OyzFYWLedk5BSWsNHSIroVRWGpbymaorHIt5BjobphbnAAn+ojJmIYwsCpOFEVNWP9WUFhhrOSsBUhbEVwKk7iIo5hx3FqLuKmkZOFrqKhopCcytnYROwI/9V4Pw7VkbBIrQiqoqIAJlbG+9PHbWNTppcSMAOE7QgRK5oS9MQx1oiLOCuqlrPZsQlIrHM/1fkMr/a+RtSKoSkaq7wruMq7DSWuEI1G6Qp3EbWjKLaCP+JPfH9FQVEVomqUo01HcfsS7XQty6JfG+DNvj3oik6xnljCsoVNd7yb57te4I45t2d8B1vYvNr7Gq/17iRkBfFqPi4q38SllZewtuQ8atw17PcfIGSGmOWemQgUzNE6h8IV9EK20AvtWE0l57ygj9dCHyq66S72TZs2Tbh8az67uSmKwvWLFnPtwkVsf/ll9Dk1vNndxWcOP0qVovKh9RuZO2fOpPafPA4uXefyefPpjUY42N0JkBIOh6rh0TXCpkBXFc6rmsk9519IpSdzbd6pqgjbpiscI85gNPxggJKmqlxZu4C9HW14dAezdB1/PEZ3OEzYNFGBGl8RAcOgOxLO2G+26VG20rBAqo2rpqioikLUsrBtm/lFxfRVxNjT3kbMslAHLfnZRcWYto1DU6n0eJjh9XLX2gu4a+0FOR/H1VXVuDWdYDxO8WAtdyEEgXiMTTVz8Q6myh0JHOUX/Q8T02K4hZuQFea5ru2cipziUwvuGdVaB7i08hLe9u+jI9o5eO5sTGHh1TzUheopdZRw++z38e8n/oOQFcooyuNUnLh0Jw5bp9eME7EjGda2isrm8k3cWH09O3pf4c3+PUTtCLrqYHP5ZlqirZwIn8CwjYRbfBQsLKzBj1ZRU3n4ETuMIXRmOhNpe8nlgZGs/eT4bERi7ZmEe9oUZiqlzxQmpXoJvrRAsqc7n+XZrudTlnXMjrE7sJcIET614B4URWGhWMRrDTvpifdS5ihNdPqzbSJmBKftpIyyVCe9cDhMm6udcDSMGw9hJYyiqoPpmypv9+/jxtLr8Xg8KS/Z810v8Hz3C6iouFQXfsPPU51PE7bC3DjzeiodFSzw1lIfamDAGKA73sNcT+73cqEKeqEKp7TQzzEmExQ3GRf7UKai+YuqKLwTDvLC3jcJxWLoqsoJXef43l38tesyVk7AkwDD13OFEMRMk4FYnO5IBIeqpQrGBA2DEqcTh6qxt6Odv331Ze7buo25xYn1w3g8jtHfT6mq0WXHMkrDCkDYNnOKioiaVbzZ1kqV10u5y02Rw0l9Xy+2SAQC9sdiOeWxDy0FmyoqM/i7pqqpQEJNUXinu5P/vPFWPvXUbznU3YXP4aTC4yEUj9MXi7K8opLmQIAZXt+4i8gsLa/g6oWLeKKhjrBp4lBVIqZJmdvDh9esTT3gnup8BlMYuIQzVfDEsA3qQg0cC9axonjk/uAAxXoxf7Lgj9jR+yrvDOyjPdaBhUXICrOr70129+/h0ootfHbRvbzQ/RKv972BjY1X8+JWT6cqJi3spDArKFxQupYPz/0gqqJy2+xbubrqSvqMfkr1UkocxbzUs4OTkZM4NSdhKzTMqlZQcCtuIiKSEuhElTt1sGhMInTRFgIDY1BEbcJ2hJGwsXHiQEXBrbpxKg5iIk7cioOWOHYguLzyMnRFG8w/P5la404fB8D+wEEOBw+zqngVuqJxaeUWHmv/Lf3GQMKtLwxiSpw15au4fO5lqfPW19dH3eEGdIcDtzJYsGjQ62TZFnEzxiuvvgIiUYJacSts976ArSQmWyoqRaqPsIjwZt9utpRfzLPdz7G7fy+mnVgqebZrO1srL+P66mtzEsRCFfRCtdBzGVehHcvJcM4LutvtxjCMnIq6JEU3Hy72bPvOd9WhnkiE7b3dxG2bGp8Pt8eDLQStwSA/OfgO911+5YQuxqFjfbbxBD87dAC3rmEZNjHLpD2UcIsXO53UlpSiqSplg0VbHq8/xqfWbcDv97N//350XWdOURF10XBKcJOjEsAPD+xjpsdL2DRo6O/DoWkUO5wsLC3jhsVL2NfZya62Fty6Tlc4PILdNgpKYn3dJhG9nvx8DTjc28OXX95OIB7H63Bg2jbNAT/RQQFuCQT40gvPsXX+Aj6zcTPvdLTTHPBT4fGwZc68VHR/9o9V+NONF7GkopKnG+rpi0a4pKqa969YxarB1ELDNmiONqMreobL2qE6MEyDxkjTmIIOUOIo4aaZN2DYBm2xNjyqB01JXO9xO84rva+xrvQCNldsZH/gAANmoha7LSw8mpeIFUYgcKtuPJoby7KJmlEOB45wMHCY8wbbqBbpRakiMwAXl2/mSOAIBwOHhol50pL26V4ctoMZzkoaI02p2u1e1ZuInhfJwMVERHels5JotDVxTIRCjOETcnXwuyVTuxRbTUTb23FcqputlZexbcZW3hp4m2c6n6c50kxMZO4nGRtgCYsXu3ewajD6fXNZwkW/o+c1/OYADtXBhrILubbqatpjHQyYA8xwzkBDZZZVTaN2EhMzVRjHFjYxM8qm8o1ct+464vE40WiUen8DZp+FW7gwTTMh/raNJSyCaoCf7v0Zde4GHIqeSEtUVeJKjO1dL1Lrns+q0pVjXgeFKuiFbKHno9jXucK0EHSAaDQ6rL/3UFRVJRKJsHv3bjRNm5SLfSj5dLlD4kJ8Zt/bhCyL2b4i3INublVRKHW5ONbbS3ckQtU4otuzjdW0bR45dhhL2CwqKydqmvjjMXrCkUTRmaLi1Dqyqii4tISlniyDq1XN4OXOdo4E/INVzpREClnahCFqmnRFwiwqLWMgHscfi1LmdrNhdg2/ra+jKxImaBj4c4yFSCJIuN+zzb81RcUSNgHDYEdTE9VFRYOpf4lmMjVFRVR5vKiqSjAe59kTDexpb6U/lihSJATUFBfz5UsuZ1nlyBM+h6Zx27IV3LZsRda/a4qGQ3ViWGG09EC0QbdwevW0XNg78BagpMQcwKE4iIkYT3U+w+HgkVSeuEAQsaNE7YTQKYMWbxIdHQuL/f79KUGPWTHe8r9NQ+g4TtXJmuLV/MG8u/jPxv/mWPAYqqIlStmmVZPrNfqocFRw17zf5/snf4jfDFDqKEFFpT3WTkzEB49DYgnCsI3E74oDt+4ibsSHud8jdoR+oz8Rda+o3DbrFor1EhrDJ6hyVbO+7EIaQsf5VeuvidmxrNH7yWOgoNASbU1NKBRF4aLyzWwo20DA8OPRPMRtgwdbfk5DuAHTNnGoTpY5lzDHns2W8ot4pfc1+o2BVFxHlauKq6quzGifO889D3fIhYaecV5jdhTN0on64qjxhEfDtgW2aaIIhQhhfnvgCdqirakAvmQQX/r/XS5XwQp6oVroybbE7xamjaDHYrExBd0wDBobG5k3b96kXexDyaeFHovFOHjwIMFAEFVVUPWhM8zB4LAJ3tTpLvf+aJTOcJgiR8ISdes6bl3HsgWRUJCYaeJLuyFM24ZYnLq6OiLVM/j+0cP0hUOEBy3jkVzmccuiNxZlXnEJlW43Tf4BftdQT5nLRbHDSV8O1f6yoSoKuqIMyxdPz6+3EBQ7XZS7PZzo7yNmmpQ6XZhC4A+HsYWgLxqhLxplaUUFLl3HtG1aAn7+8Y1X+a/rb8YxwVm+qqhsLF3PC90vkTxvQggiVhiX6uKCcfb3NlNu7NMkz+fR4FFMYaaJ7emqcS7FCSicvmQElmJh2AaHAod5pedVVhev4ifNP6Mp3DQosAo7+95kS8VFFOtFOFQnxXoRASNARJw+XwKboBVkz8BbbK28nCc6nyJgBnCpLjRFBxKCbtkWcREnaseocc8mYAQImImCNtpgdLyKik/3ETJDGMJkhrOS+e55vD2wn+Zoc+o7PdP1LNXOKuJ2HLfqTtVcz4ZG9jxvXdEod5YjhOAnzT/jWLAOr+rBo3uI2XH2hffT7+7nM7P+hEW+hbw98A4RK8Ii3yI2lW0c1iCnyjmDRd6FHA4cRVf0hBfGNghaQZZ4FxO1Y+iWjkvPrDNvGCbVlVVsKNuQap8bjUZTnfSi0SixWCw1eQDYv39/VtHXc+j3MBUUsqCPVst9unHOC3ryAh9tHd2yLOrq6giFQsyaNYslS5bkfRz5stDTU9Led/EWfvv4r+mLRpk1mE9rC8FALMbG2XOomEQAX/Ji9jmdgyljmRaO16GjAhHTTOX4h+JxYvE4q0rLWXPBBXzhlRcJGXGq3R7ipsnxUHDEKteKouCPxTB9iVzvsGlS5tIoc7tp9vsn9j1IeALGKv4SM02ipkmR05koaAN0RyIMxKKYthhsoGKjKUpKuHVVZYbHS9NAP0811LN25kzml5ROyDK6fuZ1HPefoDHSSNgMAwKn6uJDc+6g1FE6rn2tLl7F631vZNRdMEXiHFkiWXM/8QDT0LBFouyOW/MQtaMpKzUqosRJnPM+o59ftj7ME9pThK0IRXpiYhyywoTMEM92Ps+yoqVAImDSoTqJDvYyB3ArbnRF5/nuF/hk7d28b/Z7eKX3NfqMfmY6q5npnklrtJWAGUBVNC4sXccts25iV9+b/Kb9MQQilQtfrBfhGRyrhUVnrIvWaBumMHEpTkr0ElASYzsWqqdYL055K4YWxUniVJ2sLF4xYvBhS7SFE6FGfJoX12AkvVfzYFompxzNhKww55Ws4bySNaOeG0VRuG32ewhb/0dztAXbslFRmOeex/tr3ssbfbtoDDelzkHieCYmaIuLFlFaWkppafbrwbbtlMjv27cPr9dLNBplYGAgJfqWZeFwOEa08JONdabCui9US1gGxZ1jOAfXOEcS9GQUu6ZpVFRUjKsAy3iYbFCcEILm5uZhKWk3VM3iyd4uWoJB1MRSMbN9RXwsLehqvKQLukfX2Ta/loePHiGkxfHqDgzbJhg3mFtciqJAWyiYiAY2TNaVlfPJK7ZR199PZzhEpduLMA30QXd8xBohElqcLv4SsxINOZJegbBp4phAydhct7aB1qCfGZ7Ttdp7IuFExTxNTQRsmYnStV2hEDOLBhuVmAad4TD/vOs1fA4HSysq+eP1m1hWkT33eCS8moePVn6YF+pepHhxCV7Nw/ml51PuKBvXfgCuq7qag4GD9BsDqXOoKRrzPfNpDDcO2z7Zda1ML8UQXnqMXmxhp1zUDsVBiV6MjU2v0YuuOhAIeo2+VGqbQFAXqsejugctZyPlylYVFa/uRVVUgmaQtwbe5s65H2RD2XridhynmkiTM22TXqMPj+ZJlTi9pvoq+ow+dvS+ikf1YEYNXC43cTuOYRuDqWJF9Bn9AMSFQVRE8apefJqXmB0jakUp0UtwqI5Ufn26+15Do9pVzRUzto54TPuMAUxh4FMynw0OxUFMieI3/DmXZS13lPFHCz5BfaiBPqOPMkcZS3xL0BWNLeUX8fbAO/TEewc7xCUq8dW4Z3Nh6YWj7ldVVbxeb2pNeKhRIoTAMIwMCz8SieD3++no6Bhm5WcT++T/J2LlF+oaeqGWpJ0qznlBVxQloyd5OkOj2I8cOZL3SPQkk3G5m6bJkSNHGBgYYN26dRmz9E3lFayeO5eDkRA9kQgLS8u4qnYhM8dYXhjPWO9ctYb2UIjd7a30R2NoisL8klL+fPPFaIrC80eP0NzezsZltVy/9nx0TcMmMblQEFiDJUp1TUO1rJSNpCsKKAqmbWMKG7eiE7csBmIx3LqDxLsTMW356qc+EoF4nKhhoqqJiUcyKM60bSzbRh0ss9sXjTCzqIhgPM7JgQEEic5ymqKwr6ODr+54kX+79oZxl3VVFZXZ5iwun3l5buM1A8TsRO3vdMsyPrgeDQlXNyi4NBfvmXkzPzj1I/rNgZQFmFynV1G4uGIzF5at48Xul3ml91VMM9FFrUjzYQgDc7AYjGEbBM1QymJOfE7C+g9ZYeZ55tISSdRtd6muRDR32vgiVjT1fdPzq3VVp9qV2YMA4OqqKzkSPEqv0YelWISsEHE7lrDWtSISXeEhWZUgYkXxaokJRDLQMGgGKXWU0hvvTS05aIqGU3WypewilhUvoy5YT2u0lZVFK4blfc9wVqQmBOl/i4s4utApG+fES1M0lhctG/Z6ubOcT9TezfbuFzkUOJRIGSzZyJVV23JuxzqSQCmKgtPpxOl0UlKSvYJd0srPJvrJf1uWha7rI4p9ci1/qNV7LrrcQdZyLziSF3K6oCdd7J2dnRlR7FORWpY+jonsO+lBcDgcbNy4MeVxSKKqKouLS7hsefagq4kwdKw+h5O/vvhSjvb20OQfoNTl4sKZs3GoKsePH2dZNM57L7ksIxtgRXkFmqpwtK83lSKmq1qG1WwJgTYoC6qi4NYSa9MX18yl3O3hd8fr6OgJjlohLq8M1mZfXlFJ48BAogSLgHKPB11VaQ8GiVoWA9EorcEAlhDM9PooGVzWces6bcEALzY18v4Vo9cLH/bROT40euO9PNL2KEeDic5pFY5yrq++lvVlFzIQH+B7jf9Db7wPr+rBrSW6xoWsEL/ueJQ75nyAH578MYYwUu53BYVZ7tnE7Dh7+t/i4orNxAZLsGpo+C0/pkj3qiS6iiXfm74OLxC0RlupdlXRG+/Fp/kymqcoKCz0Lcj5mDRHmnml9zXcqptyvYy+WB8lejFebSbN0ZbUg1hT9MFAPyXlNTBsA4eic1H5Zg4FjxA2w/g0Hy7VycrilawoWsZi32J+duohdjb/DGELFFWhTC/lzrm/x+K0dqWzXLNY5lvKgcAhbEQiTc6OYQqTxebCYWLbZ/TTGG5EV3SW+paMqzBMtauKD875wISD2yZjcSat/JG8lEIITNPMEPtoNIrf76ezszM1GQCGufVDoRCqqhIIBFJr+YUglNLlfg6SnoseCoU4ePAgqqoOi2KfSkGfiIWe7JI2Wh58vqPnk/scOlZFUVhROYMVgxHdhmHwzv79RKNRNmzYMCzg8KnG44QNA8sWg5adjW0lReR0ARhT2BQ5nHzy/HVcOGs2ZS43c4uLiZomTx6vO2NirgCzi4qwBcQsizK3myKnE5emJWIDTBO3plHkdCWKzygK5W43NcWnrZ1ktH9LIDAlY4zZce5v+l/aou3oqo5pm7REW/nxqZ/SGG7ijb5dDJgDAJiWSdSOUeoowaN66Ip1U+Eo58+XfJ7ftj9BS7QFp+LEq3tpi7XzZOfTgOC3HU9wXvEaEBBVosM6lqWTvh6dbKKiKTp9Rj8e3UPICqEresqCr3ZVs7lsY07fdb//ID8+9ZPBlq0JhGpzTcXV6A6NB5v/D0tYaIqGR/PgN/2pcYTNMBY2y3xLuL3mfUSsCCcjp9AVnQXeWhyqg8ZwE9+o+xa9Ri+QcJ8XKUX0G/38rPn/+PMln09FoiuKwgdqbsfZ/hiHAocJ22GcqpP1znXMC5wu+iKE4Jmu53i5ZwcRK4qqKBTrxbxv9m1jrq8PZaJiN5UuZEVRcDgcOByOUa38WCw2TPSTLv329nYsy0LTtBEt/OTPmRBaKejnIC6Xi2g0OmahmEKx0G3b5vjx47S0tAzrkjaUqchvH6tRSDAYZP/+/Xi9XjZs2DBsTS1kxPn1sSMUOVxUe310h4IEDYOIZaEpCpUeDwOxOHErIdYuVWV+SSnlbjflbjeKonCkt4eBWAyV7JXfcmnWMh4cmkaV10dvJIJbd7C6qppnj9cTHFKGtsLj5Z+vvo4fvPMWr7c0k/7stAaLigytlJcrY53H/f79tMc6cKgOgmYwZRWbwuTprmdxKs5UBDsk1l+DRhBN1YnZMd7x7+emmdfz6UWfAuDNvt080PwgmqKl0tVidox9gX1U6TNoNlpyGndSzAHcqouYHefC0nVE7RiHAodQUDm/ZC3XV1+DT8+c+PXEeni2ezv7/QdQgPNL1nJl1RU83PZrYnYcj+pJXY9Bgjze/Ts+u/DTVDur6Yh3oikaUet0RL2FRcyOc2nFFt4z+xZUJREVv7L4tAerJ97D/U3/mxJzlUS3uAFjgHJHOQOmn0OBw6wvO71u7dO93Dn3g/QZ/fgNPxXOcsI9YRo6G1LbvDXwNs93bUdVVMr0UmxsAmaQn7f8kpmumVmXFPLN2V4TVlUVjydRHz+daDRKVVUV8+fPz7qWHwwG6e7uJhKJpJppjbaWP7R97kTJxeU+nTjnBV1RFDweD//2b//Gtm3buOOOO0YsFDMV1m6SXCcLyZQ0wzDYuHHjmEF6UzHm0SYJXV1dHDp0iJKZM+n1uHm5pZk1VVVUe08/qJsDAQZiMUpdLlyajsNbRGcomApqi1t2wnWpaYmUsFiUv3jxeSo8Hio8Hq6qXYBDVYnbdqoN6tDR5HtFvcKVcE9HTJPrFydc/o8fOzrsc5r8A/zJ07/jSxdfxt72NrrCIUpdbrrCIbrDYVRF4YWmE8wrKeXy+bU5f34uD462aKJnesgKpcqyJpYJEp6PZFpXslOZQCTSxwY95k93PsOuvjf5zKI/psY9m139byIQONXTyzgu1UXEjlCilaDRjp1qPns6gG4oyde8mieVhlbuKOfa6qtTrvah3+9Q4DBPdjxNXagegUikcSkOdvS+yr7AAfzGAE7VmRGpbykWvUYv99X/I2WOUmpcszkRacyYTLhVD3E7TsAKjpjD/0bfLkJmMPWdFEVBFYkI+GQt+aCVPc2t3FGWOEZWJFUvP8mu/jexsCnWEulqGholWjEDpp+3B97h2uqrRziz+eNsC/pIpAtn0sovLi4ecdtYLDbMwu/u7k69Zppmqn1uNrFP/nss61ta6OcYR48epbMzUeP6H/7hH0at+na2Xe7pKWnnn39+ThWMcm27OR6y7VMIwYkTJzh16hSdZSXcX3c4VWSlyOHk9uUruX35ShRFociRSP8yLBuXBiikQpcQEDINdEVFUxUigxawaVuEBlvA/uroEVZVno4Uz7c1ng3DNGnxDzCvuIQbFyzmr15+ISNXPb2y3cmBAf7v0AFuWrKUFxpP0NDXS9Q00VWVKq+XE/19fOO1HVi2zbYFC3Mew1jnsURPtPJMCvfQXigWFhqJa2Zoepau6Kio9Jv9/E/T//Jniz9Hb7xv2IFNnnuBwC3cRJVEelh6bruCgkf1ELNjoCQK0Lg0J6Zt4R9sw7qqOFHVLFsq2DsD+/jJqZ8SsaOpcZrCTETEa1764n0JkceBLWxCVihVDAcSXoTeeB9ddGdMMGJ2HFOYFGlF1IXq6Yx1ZbWK26JtgII+uPae/L6QCHTzqV5qXLOHvS9khnis43fsG9iXqJWPhyXaIi4SF6EoCn1GPzqZ96yiKAhFpJYEpppCFfTxjCvdyi8vL8+6Tba1/FAolBL9aDSasvJHEnuPx4NlWQV5vKaKc1rQH3roIe655x48Hg9/8Rd/MWZ++dlyuY+UkpYLZ8Llbpomhw4dIhgMUrp4Ed/dsxPDslM9vnujER48dID5JaVsrplDTVERa6qq2dnagkNLFAB1Jb+OkqjfruoqpmUnAuMUBaemEbNMeqIRIobJ6y3NOFWNaFqb1axjhdSadjyHc1fqclHsdBE1DUzDQFFUIrbFTJebNb4iznd72L1zJ029PRmfO/Tfu9paOOkf4KYly/jF4YNUerzM8HpTwtcWDPDQof1srV2QU4GfXM73utILeLzjiYSQklbmM81yztYgRVf007nYQqU12sZfHflKoh+5sMAEj+YZrGOQSC+a75xHcbCIt137Uu1OkzgVJzY2a4rXELKCnAg3EjNPB53awuaXLQ/zyQUfHxYwZgubJzufxhBmaoqQ9CbE7TieQde/pmjE7TiWbWEOaYorENjYp/PqUVMBeqawCJohXJqLgBnIKujJqHS34iIgMpvKmMKk1lvLYt+iYeP+0amfUBdqwKk40BWNfnOAN517Wda/jM3lm5jrnkN3rDtDvGxhowiFma6Zw8YxFRSqoOc7bU3XdYqLi0e08oUQGWv5SeHv7e1NvWYYidTMgwcP4vP5hom+y+WiqCi3dMRzhXNW0KPRKN/+9rf52c9+xn333Yc1Uv5zGlNtoWfbdzIlrb+/f1hKWi5MVVBc8niFw2H27duH2+1m48aN/OTQAUJxg7nFxakbdIbHS7Pfz4unmthck5iM/PG69QzEotT39WFYJpZtsbJyBgOxKM2BAHHLAiWRdOTSdOK2hWnbiHg8UdjEsvDqOjFrdOtcVZTBfF074RXIciycmoYKRC2LQCxGkcNJldeHFY0SAma53fzgltsodSXEpK67C+vR5uyL94N4bMFAKMRD+97GEoJyjxcjHkdVVVRVpdjppDUQoCcSpso78RTCdEocJXxozh38T9MPUu1K05ufJBnqGk//d1Kc43Ycp+IkIiKJ1qmmgUt1YWNT7ijnfM9aOs0Oli9axiNtjxKyQql0LwUo1ot4z+ybeaNvJ/XhhvRhYmFRH27gyc6nub3mvRl/C5gBumJdOFUHUcse9L6I1DjjtgEK+DQvA6Z/mJgnJ0zpFrtI+w/AxMSyLBpCJ4YJM8Cmso2DbvfhbnUFBYfiGOZZqA81cDzciFf1pErUKqpKwA6wvftFNpZt4NLKSzgSPMqAmWjqkugkF2WGs5J1pecP+6ypoFAF/UynrSXTlUcr3W2aJi+//DK1tbXoup7qoJcu+tu2bUsVJ5sOnLOC7na7eeONN1AUhX/5l39JpVOMxlRYu0myCW96StqmTZuGpaTlwlRa6N3d3Rw6dIiamhoWL16Moij0x6Ik0sczHxq6ptKT1t50pq+Ib11xNXs62njl+HH2tDYTNU18DidlLheWEFR7vZzy+zEHxVxTFFy6jiUEDjR8Tie6pmFaNiEjnlVfrZSVmj1XPdlZLbl+b5MohNMVDuNSFbwOJ+9ZtoJSlxshBD8/fJAHD+wbuQAOidrwcysqMC2L5mBiLda0LayYhW0n2rIGLQunqnLwrbco8xWlXIjJ2X+2Ah25nMf1ZRfSFm3nma7nsIWNQ3UghEATWoYwamgpy1MIgVASxQCSLm6X4sqob57sTb7Mt4y75v0+Vp9JFwqXVV7KxeUXsavvTd7x7ydoBVnsXcSllVvwal5e7nll8JicflgnA/V29+/httm3oqfVlU8WkrGEjVNxEBdx0qdsYTtxDQUIDl1RyNj/aL9DYhlge/cLrClZRY07030+3zuPG6qv5xetvwRITYw8mhtV0TgSPEp3rJsZrtPLc22xdmxho6uZ50wXiaj+kBVmoXcBH577IZ7seJqueDcKCiuLl3PLzJszGtpMJYUq6IW4Vp28/yoqKrIaUslo/OnEOSvocFp0nE4n8Rwae5zJoLhcUtJyYarGHAgE6OjoYMWKFcycedpduLCsHNHUiGXbqTQtWwgMy2Z5eWaFNIemETFMfneyMbHeHj5dAsSlaQTiBpqqEjOMwapseqJanGVT5HRQ6fbQH4ty9eJF/OLooVFT2JINXxQSBWuSAi4g5YrXABQFh6phCpuIZbO1ppo7ViYaj+xtb+Mn+94GJWHVR83s7v4ZXl/iYaCqeJwOihxOgvE41b4idFUlYsYJhSNcXbuQZQsXpdx9yVzdZIGOZBlOj8eDqqqYpkl7e3tK8EeK4r1p5g3Mcs/k1d7X6Y33Mts9m4AZ4GTkVCIQTAhQFCJmwvq2sYnbp69/fVDsE2JKxuvN0VODBWnSXld1tlRezJbKizNePxQ4jDlK05OkSz9d0D2ahzXFa9jV/+aoKXElajGKqtAd7xnR2zASOjoznJUErCD7/Qeocc9GCMGBwCH29u8laAUp1otxqk40EhMhVVFTvdWjdpRuoydD0Ev0hGvXxk7FKSRK91i4VB/uwZKwq4pXsqJoOb1GH7qiUzbO0r2TpVALuJyLE43pVlQGznFBTzJSpbihTPUauhBiXClpue43n2M2TZOuri6i0Sjr168ftka1dV4tTx1v4FQgUWBGQaE/FqPK4+XahYsztg3G43zvrT344zE0FISiYNsCi0Q0eW2Ji7vWnMfzTY283dlB3LYGC9AoBOMGh6PdABzr7cYaRz66qgzWwIVU2lsysE4BnJqKZViYQvBKezOfeuq3fHrDZl5qaiRimswtKSFimFh2GF1VB1uuJvagKQozvF6EECl3+uc3Xcy333yDzlDChaupChtq5vBHmy9KufGTCCHY297Gsw31dAQD1Dp1Lva4ccXiCCE4fvw4kUgEwzCyRvEmf1a7V7F+4YWpB85bA2/zw5M/IWbHcCrORLvYEQTTxMIavGbS3fMO1Ylpm+zse5ONrB/zOLtUFyoaifY2YlhTmFmuWbjUTK+TKSyidjQRjDZEnNO9ClERw40br+YlNELE+VCSSwKVjorEQ9pKBNAFjAD/1fg/NIYbURQFXUlkVwyd0ChW4m9O1cUMR+bkdFXRSsocpfQZ/RRpPlRU4v+fvb8Osys7z7zh39pwuJhLVSoxSy1utZrB3aY2JrETQ+zX9sSJ7eAkcTKZvBP4JuxxkskbO05ix9wxs5sZ1WpBSSUu5qpTh2nT+v7Y5xwVc8nVSt/XpW6p6py116Z1r4fuR5o4QnKo7GDRDQ9uImC1Z3r5355ML0+NPk1HppOQGuJg+QGOVN44YdOzFKxWidXVPK/XmrMsE/7yL/+SP/iDP+A3fuM3+PSnP71ixxkvLDMbVjqGblkWJ0+enHdJ2kLGXQ5kMhlOnz6N4zhUVlZOm3BS5ffzR0dv4UtnWzk9PIREcrC+gffs2EXzJLGJs6MjDGXc2KuFA85Ekr0cjVAbCPIv972JX334J1wIh9EUwWgmU1zqBfDCQP+8s9wLFnnhFXXG/VwCSDmuDavEdAzaRvr5+IM/oCYQKpJgTSBAynQFZYQQaIqr6e5RVWK5LJGsJKh7+NAN+7lxTROfq3kLz/X2cG50hBKvh9vXrptC5gDfvnCOfzv1CjnLRhGCU6MjvDA6zH/ffwhtbIyjR48C7saqYM0X/iSTSUZGRoq1uuPjhD6fj73aHk7ap8ngxtMLWe+FJLKJ10lO+L8qVFShYknLFacZ9+ZfSl7mxchLhM0xGr0N3FR5hCb/GtYH1lHrraE/OzBBMc69xwqHyt0ucj7Fx+7SnYS0EM+PvcDZRBt+xV90rxdQ6KgGbmle2k5PaAM7GxQUgmqQoBZAFSqm43p94mac32v7w6uJb9LNIwipIXL21P7ohnRY410zwToH8KpePtD8fr7Y+2UiRgQHiSIFLbKZ++rundccO9Od/GvXF0jbKTShEzGi9GZ76c328q7Gn18y4eUcg4gVxRZz5wtda6xWz8FcG43VuAlZClaM0I8dO8ZnP/tZ9uxZWHvIxWA1EHoulyMSiVBTUzPvkrT5YLks9LGxMc6cOUN9fT1er5f4LB3O1paW8T9uuoV4LoctJeWzdGiSUmJJZ9qMcQn8qP0yd6/bwO/deJQ/f+5pTg4PFX+vINCF23J1riVKE6LYmnUh++qUpaAiQZjkrBiWhFKv2499fXkFo2lXI39LZRVv27KdpJmjKxajNhjkdes3sqPa9bDEczl+2n6Zi+FRDNvm+xcvcFNTM584eCOBfJepkXSKL7eeBglr8pslR0r6Egm+dr6NN45rm6lpGqFQaMYs24LudoHss9kshzIHaMo10ml3Y5ombcHzSCGvLvAzrE0KCj7lai/tRm9DsXb9+bEX+M7g9zAdVwO9M93FK/GTvL/pPWwv2cb7m9/LZzo/RyyvEe8exj3QA/3fQEFBU1T8gwHes+bdHIu+nK9918k6SjG5TyInZJsXpjpTH/PxcBvIlJJ1suScHI50sKVDk28Nz449PyXz38m3c50JM/UNaAms5ZObfpfzyQuk7TRKRCAiYooXYiY8OPwwKTtFuXa1K1/WznIidpKjFTexNtA8r3Emw3IsHht9nJeiL5PMpVC8gtyIye3Vty2b5b9UrEYLvbBursaNxkphRQg9mUzynve8h8997nP8+Z//+UocYgIW4nJfbjdLoSStt7cXv9/Pjh07lvXBXmodupSSnp4e2tvb2bp1Kw0NDfT09MxrzNI5sj+3V1WjCWVGgg1pGv1Jt1Nbc0kp92/azKnhIRQh0IVASImqqigSMvbsXgg1H+/yaRppw8RB4lVVTNvBo6ozfP/qfVCAMo9KxHDojkWRsixfxgU7a2r51D33URecnlxtx+FvX3yW1uFhqgMB/JpGwjB4tKOdMq+Xj+535U5PDg0SN3I0jCNpRQjKvF4uRMa4vap21nMcj5l0t3ezG3Dv6/86/2cMGyMTvzi57hyBiophmUjhEBQh1pnrSGfTZJ0sjw49ie24YimFZy1hx/n+4A/ZGtrCukALf7TlkxyPnaAz1cmJ+Emydq5osdu4SYKmE+cznf+CR/Ei86VxBRGbYsndOM14BzljUtxklGml/Oq6X+Hx8BNcSl12ZVnL9jOUHZq2jM8df6Js7dXLI4makRmPpSt6Uca1K97FKKPzmmPOztGV6canTNz8ehUvcStOe7pj0YT+o+Gf8NzYC3lxHo00GR4aeQTDMXhD3X2LGnO5sRot9MIat9rmtZJYkTP92Mc+xpve9CbuuWfllZOAKc1ZZoKiKPMqb5svCvXbXV1drF27Fo/Hs+y71KV4FWzbpq2tjZ6eHvbv309Dg5sNvFxiNX5NI+jxTLswi/xxGoIhzofD/PojP+Vf8yVgjpTYjkRVtQnlQwLQFWXa8UwpKfF42VZZjU/T8Os6jSWlqKqCosx+zQtXL6ALNpSV49VULMckZ5k0l5Zy3/pNeNWZ97ZtoyNcDIepCQQI5BPZSr1eAh6dxzo7SOSfvfHdyabDcm4mhRDcWn3LhOdNICBfoaAJjZAWotZTg1DczVCjaOQN9usY7BzgypUrdBk9RDNRMGReizuLaZnoUmc4O0JXrJvBzBAd6S42BzfmVeuuWumF+vBi3Xg+k96QJikrhS40/IpvQuxdQ6NcK8On+IpiOHPh9bX30hxo4v3N7+XPtv0v/ueWP+SNda8nkbfC5xpDEQqKuDrXgDr/MsN560UIJd+Pffp7PD4GvxBEzRivRE/me8GXoAsPAfzoQuel6DGS1syeiGuJ1ZgUN5eF/lpS3Dzw9a9/nVdeeYVjx44t99Azwu/3E4nMvOsuYDkt9HQ6TWtra7EkbWxsjGg0uixjj8diyTebzdLa2oqiKBw8eHBCreVyXYesbePTNBoDQQbSqWJympbfhCiKwh1rW/jrl55jKJWi2u8nkkqRdhwsJJp0QCiYjo1XVdGEID1TvkC+l3p/MkHA4y6OAV1DSknanN1tW4iv66rAoySp8Jo0By06E4K+uMnnT8X4/sXz/OHNt7K/oXHK98eyGXL5cx0Pv6aTNk1iuRwlXi976+op83oZy2So9gfyHgBJLJfjYF0dIWXpr5vpmJyInaI7041f9bMjtI3TiTP583QT1zThHueWqqO0+NcynBthQ2A9W0uutvQcHBxkqGsYqUqyZBEoePGgOm5TGAuLf7vwecKeMRASkVeuK5Di5Bj9ZBjSxLDdjmi60Kn0VBJUAgwZQ6jiatx/cqLdZLT41nJT5ZFpf7cu0MKZxNniec80l4I8beF4BZW7ubAQktIVnRtK9/B85AUsxYsmVFef3k7iU33zPuZkjORGyDm5YhZ+wQXjV3wk7RSjxug1K5mbDauxbO01l/sS0dPTw2/8xm/w8MMPz1rwv9yYr4W+XPHo6UrSVio+vxjyjUQinDlzhtraWjZv3jzlgV6u6xDSdZpCJZzLZWn2+IgJyFomjpSoisr9Gzfj1zSGUilqfX4yqTSNvgDd2TSG45C1bRTHwaMoHG5Y40qs2qkJtee6oqApCraUpC2TlrIy3rltB19qPUVPPI7jzFboVMh7d5PiO6I5dBV8quBiVFCiO4zlsmQsldFshk889BP+5Q33s7N2omt8TUkpAV0naRqUeK5ujJKGQYXPR3XeLV4dCPDLe/byuRPH6UsmUBA4SBpDJbx3+y5GL1xc0vWOmwn+qeOf6cv1FwlMFzp7S28oEpuCgpQOlZ5Knhp9hqyTdbXMUThccZD3NP0SmlAZsUZ5xXMKC6tIiCYmASUAqkTHQ0R1pU4V3GQ2A8O1zKXI571Pc+Un8Z8pLQ6VHeQX1ryTC8mLfKX3a4yZY/PKgyhTS1kXWMePh36KX/WxLrCOTcGNRa/OndW389jo46TtzJTvVuoVZKwMDhJTGnkXvyCoBrm35u55Xe+Fvnf31t5Dd7aH/uxA8btexcP99W+iYoE91QsIaSG0fBKgqqrFR9qUJpqiEtKmV1K71ljNMfTVNq+VxLIS+vHjxxkeHmb//qtdjGzb5qmnnuL//t//Sy6XW5FC/mtVtja+JG379u3Ujlv4V0q0ZiHkK6Wkr6+Py5cvs3nzZtasWTPt55bL5S6E4J1bt/M3L0aI5wzqS0vcrmuWxdHGJn7z4I1848I5HMchlUri8Xgo9QcoDQW5GBkjbZoENI0yr5eXBvqwbLuYbQ4uN5R6vKwvK8dwHAbTSe5sWc8vbN9JOJPms68cn0fdsrsC2oAtwbTAsCVCSGKGex00RaILhWguyyefeIQv3P82qvxXY9cbyys41NDIk91dmLZTjKGbjs39m7dOsNzfumUbG8oreKyzg3AmzabKKu7bsJGAIxlZ5DUPG2HCxhhPh5+lL9ePLnTXypVuLfjl1GV+a8Ovczl1me5MD+eSFybE1jWpgYAXI8eo9dTyhrr7eDL1FFmRJaD4Sef7n0skKSdFqVJCSqbzgjWuG1kKiZDuJkIVOg7mtNdecPXZ0qTbWjU6EOVk30na/Z1k1dyMd8zrePB6faStNBYWcTvBU2NPu2MJDV3R2RbaygfX/jJexUOJVsJvbfh1Ptf178V6dl1o3Fx5lLfXv5Uv932NM/GzGPKqJyGoBYlaMSo802uITzmfBZBBmV7Gx9f9Kqfip+nN9hFQA9xQupsG31Td+Pmi3lvHusA6LiYvogh3jTGxyNk5dpbunLF87lpjNcbQC16D2RJ6rzcsK6HffffdtLa2TvjZBz/4QbZt28bv//7vr5gqz7XIcjcMgzNnzmCa5rT9wVdKAGa+5Os4DhcuXCAcDrN3717Ky8uXPOZ8cHNTM9ncfj7/8kvkJFT4/LxzbQvv2r7T7YRnGJiGgRoKEsiTZCSXI2NZ+DSN+lCIjmi0aJU7jlO0q72aRta2QAi8qoquqPh1DSFHuaEyQkiXJAzyWvEaihCkDaOYJuUVCoqAnONKqSiApriJaoYtsZAEtLx2eF60ZjSd5tGOdn5hx9X+1kIIfvPwTZT5fDzV3UXSMCjz+njLlq28Y+tUV+ru2jp2107U9k4sood62k7z1d4HaI2fcS1kabgZ6/ls+ULiWU7m6M/2s7fsBn48/OAEkRlwpVJ1dJDwVPhpXldzN1dy7ShSwaN6URWtqKvu4GBiFRPYpqt1NzGLNeXTdmoTblzbr/lIOxmUSoXn7BfpNnvcz8zw6EkkhmVcVcAbV/tuSQtdapyOtfKXl/6aw+WHuKnyRloCLfzZtv/FUG6ItJ3Gp/h5PPwkf3rpf+NI27VkUfGoHjShEzdj/FvXF/idjb8xJ6kvJi7sVb0crjjEYebXF34uCCH4uca389XeB+jN9pKVORQEm4ObeXv9W5flGEtFsefAKrOEV6PXYKWxrIReUlLCrl27JvwsGAxSVVU15efLCZ/PNy+luMIOcqHxnlgsRmtrKxUVFezZs2eKpGdh7JVyuc81bi6XK26kDh06NKc28XJ3cDva2ISo6eHAzUfxqRpezY1tX7p0iUAkyvaaWi7HYzhKDkUI+hIJFCFoLi1lNJ0pkvl4SMC0bRRNw5EOsVwOv65xU72OMH5MlR5FVVSEkHhVEEKCUBBCAelqiAuEe5+ljZASRUhUwKM65GyBRJC1Zb58Pl8fbRq8MjQwgdABQh4Pnzh4I+/bdQOxXJbaQBC/Pv9Ep8Vc8y/2fIUz8bOoQkXPy6i6LUCzxdahUroEmbASPB1+dkqjlQJM6ZJwwk5OIWlVqK42ueJ2Dcs4U13Y46GgsL1kG1uCm9GExk+HHyRhX+3fLhBuT/d8G9jL2Ss4OGhCxb4aBZkCB4lNPh9CFv53NT6etjMgoC/bz48Gf8KTI0/xoYYPsqF8PfW+ekaNMP/nyt8TtxIIBIbjXi9daATVYH4D5CFpJzkWfZl7a18363nOReg5O0db8hxJK0WTfw3r/C0rQiDlejkfXfcROtNdXOi7gJJWeF3LPdN2uvtZYLXGqldjXH+lcV0oxS0kyx3m72oZ3yVt48aNNDU1zfjCrqTLfbZxC5uNyspKtm7dOi8vyHLPtXBNSj1uyY5lWZw9e5ZMJsNNhw6zB/j31pMcHxwgaRioQlAbCBHLGYxlJ5LH+FnZ0qWmwVSKgK7zSzt2sbX0EjgJtlVvoD44wFjWwHFAVW1sR+QJwLXCLeng6t3km3rkXa+likEST9ENX7ijaj6J7dTQEIZt41EMkAaIAAgdpEO5PkKFOgA4SLsWlGb3dzNBZgGB5TicSSU59uxTZC2LvXX13LN+44TSQCklfdk+ck4OXXg4lzjnknk+Q1p1XKvYlCZe6cWSFjknh0Ty4+EHCaqBCaVhk2FjU61V4VE9bPJu4mymbQJpFTYMs0FFRREKOSfHfXUuIe4q28HDw4/yXOQFVw9daMWOceMz/61Z5gbgiKu92Qs3pRBaGL9JEQg0qRG3Enzpylc4OnYjHo+H06VniWhRvMLVkzdwN/mmtMg62WLHOSklI8bc5WizvSNXUu18sefLxKwYUrrz3Bbawvub34tPXf78IUUobAiuR6oOKSW1asgcVq+FPlcY4LUs90XgiSeeWOlDzDuGXmx56DhzEp9t25w/f55IJDKnC7sw9rVOiuvv7+fixYsLbsm63BZ64bhSyqIanc/n4+DBg2iaRgD4/RuPMpbN0BtP8KfPPUXKMIhkp1qC42flVVXeuWUbTSWlHG5Yw7ZqDZF7EZQahBD87sEKPvboMFlbotgSRTiUeX0kjBy6omDZNtlJ98SWgpGsB1VIbFnQnnfQFVG08A3L5OzA4+yvHgEMEKVIdQfCiSHss7gyOAKFM0h1E1K/eSqpO6MI6xw4AzgI/uWkzY/GongzrvX4Ql8vT3R38ie33UmFz09Xupsv9X6FwayrzqcrOoZjFi1xcGuaC+prGTtTdE0XSDNuJebMKQjmS7buCN5KR7qDrHNVtW98GdpM8ClectJg1Ajz+OiT7CndRZ23jvc2/xI3Vhzmu4Pfpz3dAbiCMEEtSNpKFz0Hs2aji6v3yiu8GNKYQubgxtO9uhfhCBJakgM7D6CbOk/0PY1i5VutOhMz6DNG/lkTwt04JCQDAwNF2V3vDOJJ439mS5sXIy/xYuQYl1NXkEhCaghd0TClydnEOX4y/CBvb1g5V/hqjPu+ZqGvHlwXFvpCkuKAOYl3cknafLqkXcukOMdxuHTpEsPDw9xwww1UVMwvwWe2MZc6R3Cz69va2qirq2PTpk1TXqZKn59Kn59DDY185+J5NxteKK4lPXlM4L71G/nvh28ad4wUiIJqOxyu9/Pr+8r5j7Y4GctGU3Q0VWN9eTlBXeelvt6i5vvVUSUObktWr+IghMSRCiDRFJvGoJ+0ZZDMXgAqQZSCE0Yxv46UBlLbAkoTCIGUOYR9CamuAXXz1cM4UYT5NDhjICo4Ppjlid4xSnSb2pI6QMG0bS7He/jSpUe4f+Me/rnzs6SsJKrQXHex7caSDccoWnyaouGRHkxpFi1pTaio+TI1JFPakU5GYUNQpVXx+ty95BoN2lMdBLUgh8oP8NXeBwib4Rm/n8p/P2bF+Fb/d/jewA94S/2buLnyKIO5Iao9VQxkBzGcHCWaK1bjUTwYtpGf4vTviFd4XY0Izd10WI4bx5+uvWrheribAwfNo1MeLCc4EiTiRNDUfPtTR5DM68QrilsnnpVZvHhozjXR2dlJJpPByLfFnayrH4vF3LLIdBqv18sDA9/k5ehxDMcoKtwl7ARlWikexYMlbY5FX+bNdW9cdN35XFiNyWer1UKfS8d9NW6OlorrgtC9Xu+8u63B7IQ+MjJCW1vbgrukXaukOMMwaG1txbZtDh48iN/vn+Xb8xtzOeYI0NraOmt2fQEfuWEfj3S0E8m3ap28xitArc/P/7Nn76QDlYGyxiVR/CBU3rstxO6qMZ4ZKCVhr2dbdS13tawnoOvc/Pl/KVroqnCl5guH8iiSEo+NT7EJegRC2oQ8kDAdQprKpopaUMrAiSGcfrDPI2QKZBjQQKlGKrVuAp/dy5mxMh7uuEJPPM7aUIb7mkbYXrMBhODkqInhqNToWZA5UBW8NadZ4x3jjH2KM5d+QqHvecGV6lVdgjOlieqoE3TQ95ft5VS8NX9eVz1NqqLiOM6MbnOBoGpcVnRQBrinbmIJ1901Q/xn/7dmvX/gCsQY0sCQBl/v/wY/HPoJWdu9n1beGk9ZKYJaEK/iIWOrM6q6BdUAmtDJWTkQkhvK9qALjQvJS6TsFFk7Q8bJunruWhBNuDkapjRp9jVRrpUBcKj8AL2DfViOhaZoqPkaeFOa5KSBgYlH0bmj5nZur7+NhJWkK92Fikqj0oCZNYsyu+l0mkQigWmaPP3004S1MZ6vfAlLWBO01G1pk7RSlOllaELFcEyyTnZFCX01Eie8ugj9esV1Q+jz6YcuhJgxyWy2krT5YKUs9PHzjcfjtLa2Ul5ezrZt2xZdNbCccy1cN4CdO3fOq7tcpc/Pu7bv4GvnzlLq8RHNZYhks0Wy1RWFNzetZV1ZefE7Mt8yVGqHwEkgZCc4ro22t7aGG5ruBKVhwufHx8cdOdE6lMCGkhThnIe0KQhqJqMZDUdmePv6MI2BUnB8CPsMOEkEFSCjYA8iSYHdiRBeIMSTfYJPn+ojaTp4FI0zwwme6nH4rQMpbm0K5Re6gnvfQlSdQ3ijE66J2zjE7UBW+KwmNNz8fLdzmIrKntLdvHvNL3AueaEYpx5/zgLBBv962jMdU667LnRurjw66725s/oO2hLnOZM4O+NnFBRycuKxk3YSFRWv4sOxs9jYZGUO07QIqP4imWtobp7FNN3YCv+u0Mt5U90bij93pMMPh37CoyOPudZxvmTOq3h5a8P9RSK5teoWzicvcj55HtM2i2OqqK4nQ3E3Ao+PPsGwMczF5GVyThaBoEKv4F1rfp4t1Vc9LRcuXMCyLLZv385PBx/CHrGwsa+GDfLTN6RBOp3CUEzKZCkXWy8S8AUmdM/z+XwztstdCFYjoRfmtNrm9Rqhv0pRyHKfz8M+HZnNVZI2HxTGXe4XrmBNDwwMcPHiRdavX09zc/OSjrFcFrplWZw5c6a4mSorK5v3d9+0cQsv9PfTFY+SMk0U4UY8vaqGTwieGR7inckEjaFJwhlKNdL7ZqTd6VrMIoBU14KY+DkhBLU+H52p5IR0qsIqbDmCDSUJPrxtmG91NNCTDNEUtHjT2gHe2tKJMIZAqAi7J/89G0gAOgIDcJBSIWcrfOHsBjKGTXPIi1ADSMdHfzLJF86OcWNDgH21fr51UZCywK+nUbwTVQ0Ls7JxcBwDRdEBBYmk2d/MB5rfR9gYo8ZbQ53X3WjeXHkTj40+gS3tovSpjU1A9fPrGz7GD4Z+xJPhp7GlS0A+xce9tfdwoGzfrPdFFSofW/9R/vfFv6Iv219MyvMIj5sAxtTObgXY2GTszITf29hFiVaf4iuqmqWsVDGb3pYOKm6TGY/wcEPpxIZOilC4v+6NNPvX8PjIU/Rl+0C4NdpJy83aL/Q7/5V1H+Zsoo0LyYtk7RzHY6+gouLPu+mllMSsOC9FXiagBgioQRwcwuYY/9HzZX53029RPk4EpmAEoEpsnHyWgeJuUMa9gpZu4REe7gjdTiWVZDIZxsbGis11LMtCVdUJBD/57zPF8cdjNRL6aiXO/2qd1uA6IvT5xNBhqmu8kCVeXl4+Y0nafMeF+SXcLXRcy7K4dOkSu3btoqpq6UISy0Ho6XSa06dP4/f72b9/P88888yCxmwIhfhft9zG/3z6CaLZYYK6ToXPT00gQDaVZsTI8UR3F7+0Y5pyRxEAbce00VgpJefDo1yOjLG1tIzeVJKJwrDuffJrDu2JIH9UF+a2+jCWrEbXMgiljrG0j+9cUnlmcA2ObORo3QDvWHeBGr8BZPNjKAhsLserGM6oVPmSLtE7DkKUUOWzGUoluBzuY191Ffc0O3zvkk4uG2XtuJm4MvRXE8VsaYMUWNJ1kd9RdTsNvoYp4iRvqb+f4dwIZxNtRVd8SAvy31o+TEAL8K41P89b6t/M+eQFLMdic2jTBKKaDapQuaP6Nr7R/210oaPlLdu5RXyuNkUpWLEqKkK4DWLGJ6n5VT+mNLGk5Vrree/CG2rvo8k/NWQjhKBKr2LIGHT7nEvoynTzHz1fpivdzTsa31ac+57S3ewp3c2LkWO8HD2OT/VOGMeRbljCp/qKGuwhNUTSTnI8eoK7a+4EJpLnGl+T+zPc+za+tztAqV7KW+rfzOHyQ9MShWVZE1rlZrNZ4vE4Q0NDeR19t13uTGRf+PtqJPTVOCeY30ZjNc57KbguCH2+ZWtw1YU9XlVtrpK0+Y4Ly5uFahgGFy9exHEcDh8+vCz91WHp8f5IJEJraysNDQ1s2rSp+POFnLuUkjWhEuqDIcayGerHdToTirv0nwuP8pWzrQylUzSGSnjdxk00TLbYxyFnWfyfl57n2d4ecpaFYZp4NQ3LsopWsCoEtcEQVX6dqCkZyZazJhTHIywQVSSscv74WAlnIyF8qg1Ivn5lC8dHa/jLw49R6c3iRvkVwEYVtivwKrMgTZBpEIbbcQwbTb6Cank5ULON716QpDMT3f5yAs25jWQcaeNRvNxb8zqOVBye9ly9iodfW/crdGd66Mx0EVJD7CrdOaHVp1/1s69s77zvyXgcqbiR1vhZzicvYFjGnMl2k1Egf6/iRSLzmw5J1s7iUTw40kFFJaQF2V26C4/04lyyuG/fzLXh3x/6ISk7jV/xF9/VnJPjqbFnuKnyximbHr/qQwh3k6FydZNd0HQff+VF3kMUNaNXz2Hc87wltImQFiJpJZH5FiyFqoCgGuAT63+Nel89rfGzvBJ9hYydpdHXwI2Vh6nz1qJpGiUlJZSUTP/82rZdbJdb+H86nSYcDpPNZslms8h8d0JN08jlchPIvkD4izVIloLVKuCyGhMIVxrXBaH7/f55JcWBS7ymadLW1jbvkrT5YD4JdwtBIpGgtbUVv99dvJaLzGFpFnpfXx+XLl1iy5YtNDZObGQynzF7E3G+c/ECxwb6URSBAuRMa8Iu35U0tXmpv4/jgwMI4Sar/7TjCn9w9NYpKmwFfPvCOR7r7KDM56PaHyCZTmGmbXKKQq0/QMDjodTrxauqjGXSeLVySnwNSOEB0QiKn0d7spyLltAQyKCrAqSD5eS4HC/nwZ71/OKmc7jud9c621waoSkYpz1RTlMwjRAO0skymqliQ7mXDRV7SFsj/MvZLFJI1gfqkblhhDcG5DNthWvv7y1p4K7yBgzHpKXsHZTos+dxCCFoCaylJbB21s8tBrqi899aPsTJ+GnOJc7xSuxknox1Ms7c+SrFOSKwsQlpIW6quJFnxp4jY2dQhEKjv4H3Nv0izf5mUqkUz5x7Ztoxco5BZ7qDS8nLaEKbQB4e4SHrZDmXvDCF0LeGtlKqlREzYwTVAIpQit6MAhkX4EiXpGu8E3NACsfyq37urbmHnw4/iOXYbvc2AUIq7CvfiyIU/n8X/4ruTDeupr7gbKKNl6LHeH/ze9kS2sxsUFWVYDA4Y7hPSrcj3rlz55BSEgqFyGQyJBKJotXvOA66rs/q1l+OOP50c1uNxLlaQwErieuC0OebFFfApUuX8Pl881JVmy+W00IfGhri/PnztLS0UFtby4svvrjkMcdjMYTuOA6XL19maGho2lK5+Yw5lErxp88+TW8iRkD3uPHMvAzsQDJZbHIyks2RtW28uk5TSUmxa1l/MslnT7zMP9z7RpRJi5KUkoc6rqCrarGBiioEDT4/mXSKjG1T59HxiCTJbJqU4fC2TSFCgW1gHQfZi3D8nAnXIRF5MlcAC01xUIXDiXBdntCvQlMkH91+kr88dYSeZAghJFIKqn1xPrptBF0GOD5iMJJWaAzmEE4Kc6gRvVYgfJGiC/eGYAn/T7WDT5xBqruQ6vI8l0uBpmjsL9uLKhSORY8XW6T6FR/ZvKDNhM+jTbHks04WVVG5seIQb224nzurb6cn04tf9bMu0DKxfa4QZOwMF5KXAMmW0BZOxE7y06EHiZtxMtJ9x7N2FlWo+BQvDhLLsTgda6XOU0uFXkHWyVLnrSOoBXhP07v5Ys+XSVqpPJFJ6ry1JKwkKTuFT/Hh4JCzs5R7Ktg/zqMxmaheV3M3qlB5duw50nYGj9A5UL6fO6tu59Md/5f+bD/FBjm4TWFiVpzvDX6f39n4W0sSgym44z0eD16vl40bN074vZQS0zSnuPULcfxsNotpmsU4/kxu/fnE8Sfj1exyv95w3RC64zhYloU+ixznyMgImUyG6upqdu3ataw3u5DluRQLXUrJlStX6O/vZ+fOnVRXVxddbcv50iw0ga+Q/JbL5WYslZsPoT/YcYXeRJzGUAlq/tqXeb10xWMoQhDOZBBAUNewkDQEQ8X5KUJQ5Q/QFYvREY2wsaJywti2lCRzBp5J+QuKEJR7PZR6NSKZMSzHwKcp3LrGwy9vSwBeHM+bUOzLSCeKTy8nLzwL5CBPUI6EgDZ9m9Z91UP83ZFHeby/hYF0kIaAyR2NQzQFA2CNYpg1OLIBVdiAAbaBOdhCRmnBFhH+ZO8Ae0p6QOogqhAyCeYzSM+dbr7AzwhSSr7a9wAvRl7CdNzMcsPJ68krPizp1orXemuIGBECWoCklSrWaIPr3t4W3Mobau8ja2d5OfYKZ+JnEQj2lO7iSMWNeFUvUko6fV38sO2nxex9RSiouCV74/uMOzg40ilmsgNcSl3mfPKCKzsrdHyaj9urbuUNtffxyc2/y8nYaeJWnAZvPbtLd3EidpKfDD9YlIltCbTw843vnNCKdPLzrAiFe2ru4raqW4iZcUJaEL/q54XIi4waI8WcAYTrmXCkO8/h3CiDuUEafVNb8y4UM7m3hRB4PB48Hs+Myanj4/gFt/50cfyZyL7w78nr5molztU6r5XEdUHoBYLJZDLTEvr4kjS/309dXd2K3OilELppmpw9e5ZsNsuBAweKrrfxlv9yEfp41/ZcY45Pfjtw4MCMMbr5EPqZ0WF0VSmSOYCuqnhVjVua1nLPuvUoQtDe1cm/XL44ZW6u9Sun1X7XFIXNlZUcG+in3OvLb7BsbGL4VPjD/Wm8YpCwuY7msgY2l7uuR+F0gNBx/J8AmeCmln4e7j1GNAdlehohJAnTgyIktzX0znhuTcEk79tcKPUKIdEBLxBnZ4VJqccgYnip1R2QNlKGGUuWsqXMYmfgLMhaUAIgNCRehNWHI47zfGyQh8OnGDESVHuqubvmLm6pPHpNLKILqYu8FDmGmm9ukszrtTs45JwcqlBZF2hhS2gzj408QcyMT8mA9ys+Prbuo1jS4p86PkNnpquoGHcxdYkT8VP86rpfoSPTyfHSk0jn6r21pY2NjV/43US4GeAVrgxu4dgeoWPYBg8NP4Jf8XFXzZ3cWnXzhO8crjjEvrK9DOaG8Cg6tZ7aKdd0pvfDo3io8VYX/z2UHYZJMfnx5+CGVmac/oKx2Hs/VxzfcZwJZF/4E4lEij+XUuL1eieQvW3b2LZNIpHA7/f/TOL40+G1pLhXKQpu8+ni6IWSNMMwOHjwIBcuXFgRARhYfH13MpmktbWVYDBYlEstYHxsfrk2IeMJfTZMTn6bqwRkrvFKPF5sZ+pnBK6lvq+uHgBlLEKZx0M4k6E+6DbVsG2bkWSKtaVltJSWTjv+z23fybnwKH2JOCVeD1kjRsa2ONIY4ECdg8cZQwobqZWAcGOlklJwhgAJSik3NpXwli0JfnTxRXrTpYCDR7F5Q3MHt9X3zHp+V5FG4EXSDzhU+VK8a8MlPn9hG30pDx7FImcLSvQIv7z5BVQlDGRBbgdCCNkN0uLBwQt8L5KlkDo3lBvkq31fJ27FJ9RprxTOxtsotCQVQhBSg+ScHIY0EQjuq30d99TcRcSI8sjIY0VCVRD5hD+JKS0upi4xmB2kM9OFV/EUxXBsadOeaudY5FjxWNOhUN42Xhd+PFRFIWdfrQ83pUWZVkraTvNk+Glur75tggBPAUk7xaXUZZJWkkZfI3tKd+FRJqpCzmfBL9PL8hF5gYODIpUJJW1VnioafPVzjjMfrKTVqSjKnHH8XC43xa0fi8UwTZMXXngB27aLcfyZLP2ViONPh9WarLeSuC4I3edza0wnZ7rHYjHOnDlDWVlZsSRtpbqiweIs9IIyXXNzM+vXr5/GKp0f+S50nnONOVvy20xjzjXHW5uaOTbQTzyXoyQvpxvJZvFpGjetaSp+zq9pvLmxie8NDdCbSKAJSGayBFSVvY7k8UceLVoJ4/+s9fv57f2H+G77ZTqigwR0kztqFX71xho0NQyyBKSFcPqRSiH5KQuiFvLxTSEEv7LvILfUPMmJgQ6ko7Kv+go3VPYz/7XBQWIAdj67XuHdG89T743w8MBmBjMeNpdGeHNLN7srw7gZ82lw2gA/yFHSdpifRNcDAm2cMI2F5MHhh7mj6jaC2sL1EhaCYmvU/ImrQiWgBlCcHCVaiLfUvxmAgD+AV/Fi2Vbx7OFq6dq5xHl6s33FMcB99izHIucYfKP/26jMU5Exfx2UfC2469qeJFBT6McuNBJWkqydnXKtzsTP8uXer5Kxs+6zi6TR28CvrPtwsbxvsoU+nBvm+bEX6c32Ua6Xc7B8P1tDW9hfto+HRh7BMmNuGAK7KDojEETNKF/q/Sp3VN225ATGn2W8uuCO9/l8E3JohoaGuHLlCjfddNOEOH7B0h8bGyv+vRDHn82tv5g4/nR4zeX+KoWmaaiqWiT02UrSVpLQF2KhSynp6Oigp6eHHTt2zKiwthLlcLMR+lzJb7ONOTehr+VcOMwjne30Jd3+4AHNw7u2bWdX9cTzP1RZzQ2bNvO9s2e4NDzI4aZm3r3/INura6ZYCZlMhlgsVvz7PY5DSaNFY3k3pllPamwYyyMIeLzoygiKiLhp8zKGkAaOunXKueyqWcsNJQ+B1DHsOM8MNXM6XI2qOByoHuRA9WC+hnwqMimF3ivuhqV5Uw5vwEGIDHc2dnJXc+c4+zLI1Yx5CaTAeQXI0WWUYEhQiy5s9zlQpcCUBp3pLnaGmtzvitDU5jDLgO2hbTwVfgbTsdAVd6lws8Ele0p3T/hsQPWTc7ITOqq5HdYsejI9KOMsZCklKTtdjLXnpkmwmw6F9qwKCprQiqI6an4zVhij8LuMk0VF5ZHRx7ip4gi1+Qz2tJ3ha30PkHGyxbaqtrTpz/bzvYEf8q41P0fEjJJxsgTyOQyd6S4+3/0fJKwkSj5J83T8NG+qeyO3Vd3CB5vfz1d6v8aYOYYprWKLWp/ixZGSk7FTXExe4sMtH2R9YN1ibkfx2q02q7NAnAuJ44936ycSiWJ+0+Q4/nQxfL/fPy+iLpT5/VfCdUHo4Lrdc7ncnF3SVkqiFeZvoVuWRVtbG6lUigMHDhAKhWb87HKXw8HMm4RCHH+25LfZ5jnXdVUVhY/u3c9dLetoHRlGEYL9dfUTJF4LYzmOQ0kqza1C5aN33Ut1dXXRVTedlVBAwS1oZM6Ri10mnnCwbYtozCRihygLdGLZBlnzCRSlBENuxlIEfn/PhIVD0V+PNB4ll2vjL0/t5/nhemzHvRff79rMG5uv8Gs7XplC6qefD/LIf1YwNuQSbFW9yT2/EGHXkVTRwi98RZKaNHsHiAIKXuGlQGGiWEWfF6ARAr+8hDBaQSZdtTxtH2jbZr9JC8T2km3cULqbk/HTmLbpzlsIKvUKXlczUQN+T8luHg0/nj+/iR3VOtJdvKnu9VxKXcaWtpvQNi5xzqt6wYYMM/dhL2TQC4TbUhWJJjRX3kc6xWMKBCoKMSte3AA8MvIYz4Sf40NrP8C2kq20Jdwe5gE1MMH7oAmd47HjnEuex3AMJJJt2a00Wo38cOjHJKwEZVpZ8TtJK8mDww+xt3QPm0Ob+B9bPsml1BW60p08MvI4XtWDV3HDgQWFuoeHH+W/rfvQou/JaiT0hcxpPnH8yTH8bDY7bRx/JrIvxPELZXwzzfl6xHVB6EIIvF4v7e3tRKNRvF7vjCVpK9VEBeZn/adSKVpbW4vtRWfLyoer2fMrbaHPN/lttjHnM0chBFsrq9haObviXTQaJRwOs3///hlf/pnG9/l8+Lw7CafXUVbSTk19M6CD9IKsIufsIWuWks74yGU8GJkMsdhgcQEpLBg15bdwxcnw3FADld4sQc0AATHDw497NnK4ZoDDtQPFY/de9vLDL1STywga1uUAheFejR98vprKWpM16+anlQAO6zxJarUsw5YPIWW+Fl/gANWaynq9D2GnQcaBBMI6heN5I+i3FMMH84UtbS4lLxOzYqzxrSkqtSlC4QNr38+LkWO8En2FrJNjW2grt1bdjIPkp8MPMZIbodJTSZ3vqjbAeDJXUTGlSZ23jg2B9bSnOzCdq2SuCQ2P8CBVSdZ0a/XHQ0Pj7po72VaylbiZYDA3SNJKscbXwPaS7Tw39jzHY6/gcXSklBiOSUZmXa134SWgBdy2vk6Gr/f9J3+w5fe5nLqMKU2ydhav6i2GAQxpkHNyxQ2Cjc1pq5Uv9n6F3kwfvnGCNgABNUDcSnApdZkD5fvRFZ0dJdsYyA4gkXjE1Xi8EAKv4qEz04npmItu3rIaCX05XduKohAIBGbU3Zgcxy+Q//DwcPHvhTh+4T22LGsK+auquuqu43LguiB0gKamJj70oQ/x13/917z3ve+d8QH7WbrcR0dHaWtro7GxkY0bN877gVruTchkq39sbIwzZ87MK/ltJiyX58M0TYaGhrAsi8OHDxfzIxYM4SFpHoGcTY1MIbCQohyTvbSf9dJ5phspJWu3N7H14FZ0r7vAjl8wjIzgb57fSTjrIW15KNFzVHpyBIXJQCLAZ76xmdYx2LY/xb5bk7S+ECQRVWnZmu8ih6RhnUHXeR9njwWnEPpVZfmpUITDh6ou8fcj20k7Gop07Xe/ovKhGh3VGQWnB9BA+oAhlNy3cBB0mLU8NPI0HelOSrUSbq68iVurbpm2Dro/O8Dnuv6Nkdyoq6gmVHaUbOeDze/Hp/pQhcrRyiMcrTxS/E57qoPPdn2OlJ3On4BEFRpKXq5F5su2CkTpSIcSrYRfW/crvBQ9xkPDjzBijOIRHryqt3gdFBQCSoCQHiJiRqjWq7iz5g5urrxpxhrudza+nXc2vr14nBciL/LV3gfwKJ4iabpk6mXMiPDXl/6WwdxQUXI27aQp0UrQhVYslyt6DyTYwqY1fga/6p+ifTDxTl7F5MS6Ahzp4BmXFLgYrEZCv5Zzmo+HrhDHP3fuXNFgikajDAwMFOP4iqKwb98+mpqapozxasarntAty+KP/uiPOHv2LL/7u7/L+9///lk//7NIipNS0tXVRVdXF9u2baOubnqls9nGXW4XUWHMhSa/zTXeUpDJZDh9+jRCCCoqKqaQ+YIFLygjkj5Ci3c9EhPbLuXh/3iW00+eczNggVOPn2X7kc284SN34/F5iguG1+vls1fitMUCZG2BLVXips5YzkdJLEXaVolGPfRe8dB+1sfl0wFUXaJp0iUox831FgI0XRIdnvqqzX61HNZ5E/xZw0leTFczbJZT49vOkRKFEGFwLgAedxCnHUiCo3Mx/U3+77DEyg8et+I80P9NujM9vK/5PROOYGPz2c7PMWqE0RUNBR1b2pyJn+U7A9/jF5veNXVW0uGrfQ+QstJ4hRcDA0OaGEUXuoIHvbjBM6VFlaeyKCJza9UtNPoa+Yf2f+Jqqp87rgBurr6JdzS8bb63eAIUoVDrrUUVyrQbAFOaDOYG8ShehAOGdGvrE1YCfVIOwviwgSENatRqolYMr+ItPuspO0VA9bMltGnCd3eWbOcnwz8laScJqa6WguW4G4i9ZTcsSWBmNRL6ako+Gx/H93g8VFZWsm7dugmfsSyLdDq9eGNhFeNVTejJZJK3ve1t9Pf3s3btWg4dOjTnd1baQp88tmVZnDt3jkQisWD38fhxV4LQOzo6GBsbWxb526USejwe59SpU9TW1uL1ekmlJseXFzsnQHF38ldeucLpJ89R1VhBoNTND8imcrQ9f5GN+9az65arMejz4VEe7IhQ5gHLAV11CTpl6OTsAB7NYbMvQuN6ByMnuHg6xMbdSUxTIKVAKK5srOOAaQhqm/KEN+7xmG5ZlhPWRUlINbi7ZBg3tq6CDIETBWxQ6/JWehwwkdLhW2NZLMdtFyqEB/KJaS9EXuDOyg00BfaAcDO+B5RBwkYYj6IXSUYTGo4jORZ9mbc1vAW/OjGPoj/bz3BuGF3RyTrZCbFw9/QcjHwPd4nEp/j45eb3TSCxDYH13Fp1M0+FnyHjZHDyjVlK7VJeV3PP3Dd2FjT7mwlqQRJWsqj5LqUkZ+dwcNCFayGrqh/FUYsJeRV6BUPGEHA1k348qTf6GpFZNw5e8Ch4FJ031L2eEm3iO13pqeSt9W/huwPfI265yZ9CCJr8zZRr5Xyl92v4FT/7yvcuOEFuNRL6apwTzLzR0DSNUCi0Kue8VLyqCT0YDPLmN7+ZD3/4w9x0003zatCiKAqWtbBGE/PFZFJLp9O0trbi8Xg4ePAgHs/0rrj5jLucmxDTNJFSEo/HF5z8NhsWS+jDw8OcO3eODRs20NTURE9Pz7RjLXThmHw/ei70Y1t2kcwBfEEviqrQcbprAqG3Dg+RtRXWlnjJ2TmSpkARKrbjYPs8bEwMsy4VA7x4vBqKoqF5vNSuSdF10UdVvQmohAd06poN9hx1W4hOqM6a7pbaE//pJnqZuPZrFwoCMAANbAfIt2IVQZKOSp+poAhXhMc9gI2Kg4XkQuwJmrVRpH4jAGmRzqfaTbymilAwpeWS4iRCNxwTZ5rEtuJ3cduYHizfT523jiMVN1KuT8x4FkLwzoa3s6NkOydiJ8k5OZqUNciLDiXazAmi84FX8fCW+jfzQN83yDgZFBS3Nlwo6OiIcTfAo3jQhY4hDY5W3sj3B3+IPe6mFMv2EDT6G3hH41t5MXKMvmw/ZVopB8sPsCG4ftp53FhxiPWBFk7FW8nYGao8VTw1+jTfHfx+MXnvmbFneUPd66ckGM6G1Uieq7Xee7VqzK8kXtWELoTgN3/zN4GrPdHn851rYaGPj0tv3LhxSQ/WclroheQ3gO3bty8bmS/GQpdS0tPTQ0dHx5TSveU638WOI/K135pWzZaKOCPpNFHDQZoCLe1w51g1Ks1IYSLI4UiHsqocd77N4LFvl9F7yR1n+8Ecd71zhMo6ayqBT/NIXM2Ah/EttxUMbEeSs3Q0JQcYKOIKCInE75ZzOT7Ii7q4IxTK4RTAQVOqwYkizJPATspkGYoQ2Dho47qR2Y5FUAtSMandale6m3/r/vw49/pUFErG7qm+mzX+mUM4Qgh2lGxnR8l2wNWMOM7xGT+/EBypuJFyrZynws8wlBui1lvLrZU38/2hH9GT6UGTVxu8FJq1bAxuZEtoC+eTFyYk9QkEmtDYUbKdKk8Vb6x7/bznUeutLZL1f/Z9k4HcYDEvQUpJ1snyk6EH2VWyY0pjmZmwGgl9tRLnXKGA1XYdlwOvakIfj/k2aLkWLvfu7m46OjrYsmULDQ3ze1Fnw3JtQgqbjMbGRgYGBpb1gV4ooTuOw8WLFxkdHWXfvn2UjlN/W66cgcnnt3bbGl5+8BTpeJpAqZtFm01lcWzJ+j0tE+a22VeKT1WJ5CwqfVVUagE82QwOWRp6kmQzATzlDeCMERvzonkSbLkhTfNmP+//fUl0OAKUUl4dQ4iF3zsBrod93M9U1UTFwpQQtz2U4OBBIqUJOKg2bFYyXLC9OBK3rSsCC9CEwiZRRtb04dVHUIhR69SwPrCe9lQ7UrhWrFtHLriz+o4JmdgZO8On2/+RjD1zaZkutKL1GdSuZin3ZnoZMUap8VTT5J8+CWm5iWpbyVa2lUzUF7Bx+Neufy/K1jq4NfXbQ9vYFNzIOxrext+3/6PbeEZerXk/VH6Qdf6WGY40N6SUnIiddLXp8wlxQgh8io+0naY1fmZBhL7ayHM1xdDHY7XOayVx3RD6fHuiryShAwwMDGCa5hSSWgqWg+B6e3u5fPkyW7dupaGhgaGhoWUvhZvveJObvUyX/LZchD5+nA03tHDD7Ts49cRZRnrHivXdO27eytZDG0lGUvzk3x7j2I9PkEpk8B6pZnhXKYMygpExcBxJWdyhti1Bn5UgHPSC9OH1ORy+18Pmg9tApBBkqKgZA7K4eu6FHupLe+5sCT+IreWRRCNZqaILhztCA7yjvBNdOKhahvfUhvnUcB1Ru/Bqu6083+CF9FA757Iqfj3KcNxH1ijl5sARhALtshNL2vgUL3dU3869k2LZx6LHSdvpcXXxE8vTdDRE3r29s2QH5Xo5CSvJv3b9O5dSl3GkgyIEm4Kb+EjL/zMl7nwtsLt0J/+t5UP8dPgherK9BJUgN1XeyOtr7kURCi2Btfz3Tb/FoyOPcyl1BZlxOBg8wJub37ikzYYrsGNPq/UuEJhy/iHA+bq342aclJ2i0lOFd4as++XCavQawGsW+rLgL/7iL/j2t7/N+fPn8fv9HD16lL/6q79i69atc395CfD5fD9TQs9kMkSjUTRN49ChQ4uOl0+HpbjcHcfh0qVLDA8PT0h+W4na9vmMl81mOXXqFF6vd8Z69+V80cbPSdVUXvfLt7N+91o6z/YgHbdsbfOB9WSSWf7ld7/MyUdbsW03Ys23I5SdKiW9qYSGtRU0q0E2GDqxashlDPa/bg9l1aWs25Zi3aazCL0ZaZ1B2N24heMZXFvbYbFkPt4F/5+RDTyWbCzSqCkVHkmsIW57+Ej1BSBNrd7NH9WneSGzgy7DoESxOFK2gbWeNCgBHFGNZW9EG9pBb+8Q1aFqXpe5m3B2jFguippWUXsVnjz/5IS63SvySjEefXVuV5PGXO12hwZvA+9pejcAn+/+ApdSlyDvtnZwuJy6zL93/we/seHji7oeS8XO0h3sLN2BJW0UKTgZP8Xnuv6NqBWjxb+WO6tvL1YDHDt2jAZ/w5LKzMDNSdga2sLpeOsE8rOkhRCCLcHZe6WPx1zkmbASfLP/25xJtOFIh4Dq567qO7mz+vYlZdfPhtUaQ1+t81pJLDuhP/nkk3zsYx/j0KFDWJbFH/7hH3LvvffS1tY2o+j/cqCgFDcXVoLQI5EIZ86cwePxUFtbu6xkDot3uZumOaExzfh4+XJnzs+H0OPxOKdPn6a6upotW7bMuHteKQsdXFLfengTWw9PLDV69rsvce75C9i2g3QklmUjHYlzcojSc2MceUsN5bWuJ8G3robOs71Ur6nk5rcfRlinEcY5JF6ktgtEBcIC7A7cFqwqYONI8kltEvfVmx/RSyBhazyRbKDQP338715K1/A2q5MaLQfYhNQR7gmdA2ULEAGlw61Vt2IIvRLNf4Bg0Iuuj03bV3u8cEdvqpeB7CDScLDVqxl7hTxwBHjxcrPvJpoCa9hTsZugEmQoN8T55EUYV4+uomJLmwvJiwxmh6gfL0ZzjZW7NKHyg6Ef8dDIw8Us+8HsECdiJ/nouv/GltDmZZ3T62vv5UqqnZSdQhFKvkxPcEPZHjYGN8x7nMKcRnKjecGe2gn1/v/a9Xk60p1oioYmNJJ2iu8P/hBNqNxefduync/kOa1G1/ZrLvdlwE9/+tMJ//7CF75AbW0tx48f57bbVuaBgoUlxS1nwlVBM37Lli3E4/EVWZgWQ76F5LdAIDCtJbzcyYFzzbHQhGb9+vU0NzfPuXNeiRj6bDj/wmWyaQMza6LqKrrPjR8bWRMjaxIdjlJeW1ocV+Ba6QBSqQfhBycCSgVS3YBUGhDWaXCGQaYRziUs28ajSlyCN/P/L/x9lvMA+sxgvtXLVEig2wjlCR3cTcIIOFmgJv+JMRClSG0PqC3A4PTHytfhp5Q0Xw5/jY50pxtL1hR04dapO8X2K+5/D4uDbIyvJzOU4fm255FSMhaMYJfYRfIqXjcpcLAJG+EJhF74/UIRNWM8OPwQJ2KnAMme0j28ofZeKjyz9yAYNcI8MvIoIPCpV+VZc06O7wx8j9/b9DuLntN0aPKv4dc3fIzHR5/gUuoKAdXP4fKD3Fx5dEGW85iI8K+j/87g4DBSSir0ct7acD/7yvZyKXWZrkw3XsWLltfe19BIW2keG32CW6puXrK3YTq8RuirByseQ4/FYgBUVlau6HGudVKcbdtcvHiRcDjMvn37KCsrI5lMrgihL5R8xye/zaRId61c7lJKent7aW9vZ/v27dTW1i56rOWa03TQPCqOaeM4Eq8n/1pIUFSBY0tS8avJYLmMgaIq1K7N98RWakE7ANYxhD2WjzILpH4EnDDILMLIAp24sfQCqUsgACSZidQLsy9TZ9+sTv29DSSAdaCuAXsA0BH2KaQ6e/jLljb/0P5PDBvD7unlXe1SSgJqgJTtagRoQuN1NXfz1vr7i6RUsPD7En083f9c8SykdH9nSxshBO0n2kl440WXvpQS27ZJpVL4fL55NdVIWkk+deXThI2x4s+eHXuOtkQbv7fpv1OqzxynP5+4gCXtotY6uM+LJjT6sv1Erdiyx4YbfPX8Uj4csRjEzThPBp/BNFzpWEUojJph/qPnywTUAIPZQRzpoKkTl3Vd0UlYSZJWkrJJJYTLgdk003+WmG2j8ZqW+yLgOA6/+Zu/yc0338yuXbtW8lDX1OWey+VobW0FmKAZv1IlcQshpsnJb8sx5nww3Xjj4/cLSRKcbXOwlDr02bDj6FYe/9pzSGlgmzaqpmIZFoqioCiQiKQI90dc0omm2XbjZrYcvOoqldo+UOrA6Qdp4qi1oLQgrFMI8zls/UYy8RgeTwKXvBWgBJd4LVw7vOCGl8U/hbNt0DNs8CToNEI449q1KEhqtCwbPYlpzsoBYmBfAOEDB0TuR2CPoInbmcnd35Y4x1BuyBVyLTQvybvLpXT4vY2/jSFN1vqbCU2qGy9Y+Bt9G9mXuoET8VNumECIYtb47uAubmm5eUIDjng8jmVZPPvssziOM2173PFNOFRV5Zmx5wgbY6hCnbChiJhRngw/xf31b5rxfqszWMWFnACVlWvitFi8GD1GTskREH4UJR/GkCpZJ8Pjo09ypOIwAndDNt4St6SFT/FN0RRYLqzWWPVrSXHLjI997GOcOXOGZ555ZiUPA1w7Qo9Go5w5c4aqqiq2bt064YFZKdGa+bjcZ0p+mwkrTeiWZXH27Fmy2eyKdG5bbuy7ezdbDm7g1ONnySRdT4+qKpRWlVBWU8rWw5vIZQx8uo8j9x/k0Ov34vGNy5UQAtQ1SHXNhHGltstt02pdZiyxnpKSNEJJ4ZK5F+F0AT7cV7HQSrXgjoe8tisAv1J9nr8b3u02bMn/pkw1+VhNG4qgGF+/euUUIADKOnAGQXa57n/jIUqVdioCu0HeBJPcsEO5YdfHMGnBEwhyjkGFp4Iqz+zNdQDe3/xelF6VE7ETrrgLgv1l+3hv0y/hUydqcY+NjdHa2sptt902a3vcbDZbJPwXyl7EVm1UqeAIJz9nl5TPJc9zPzMT+s6SHXgUD4Zj4FE8xWfOkTabgpso1UtXXfb2YHZoypzc8I9Cf7afnSU7qPRUEjbG8Kk+FBRM6SoIHqk4PKPG/FLxmst99WDFCP3jH/84P/zhD3nqqaeuiQC+1+slkZjOSpmIpRB6Qfd806ZNrFmzZuqCt4IW+mzjzpb8NhNWMikum81y+vRpdF1n//79C3bHzUToC11cF7Ix8Ph0Nu5bz8WX28kkMghF4PHpBEr9bL9pM+/7f38eX8iHECxskRA+pH4nUt1Ob1inbt1RvD4/QkbA7gfzWYR5Fle+VcNNooviEns5EALCCCRVmsWfNbTRmilj0PJQo2W4wR9GF26yWuHqXCV1B8iC052XiHUoeAFU0UtNWQ7s+0BbN2HK1Z5qt/HoJPKQSLyKh9A8S858qo8Pt3yQiPl2wkaYKr1yxth24T5Nbr4xkhulPd5Jxs7Q4l/L0ZIdWIbbU/vE4GmGjGH3XB0HR7pzdHBIRVK88MILM1r4pXopb294K9/s/zaGY+Q3HAohLcTP5Zu9FOaz3CjWuC8w67xcL3NDOVJOyKYoSNfqis6H1n6Qz/d8kXBuFBsHXWjsK9vLGxYgiLNQrLaND7hzeo3QlwFSSj7xiU/wne98hyeeeIL166eXRlxu+P3+eVvoCyWyggjKyMgIN9xww7RdfgpjrwShzzbnVCrF6dOnCQaDC2p7uhId3KSUJBIJTp06Na0HYyFjLeec5oMzz5zn0vErbD+ymehwnHg4gZE1UDSFW95xmGDZ9O0c5zcRBaE2Ek834igtoPqRtIAIIqyzoHjBcfKMHHR7nGPiZpHXACGQw0AcVVjsDSRxrfoEoCPzwrAuCnKlIFGBIXBsrrr4QyAsBOBRowjrFaTiw7Xk3ZDIrpIdVHmqGDPG8uRR6DUOt1bdsuC65gq9fIrq3LSXadJ9fyHyIt/s/47bbjW/S1kfWMdHWj5ERUUFt3CUyz1XkEKi4rbDdMMCklurb2atunZWC9/v9/Mm/+tpVzvIKFmafGu4ueoo9R43WW+5iSprZ3lk5DFeih4j62TZENjAvTX3zCgfOxmHKw7x0MAj5GQOr/TlPSY5BIJbq24G3OS7P9z8e1xKXiZhJWjyr5m3aM1isRqJs/Dez1ZJcz1i2Qn9Yx/7GF/96lf53ve+R0lJCYODbjZtWVnZssmMTof5CssslMhyuRxnzpzBcRwOHTo0a4eelWiiAjPPeT7Jb7ONudwWeiqVoquri5aWFlpaWhb90ix3JcJ8cO75SwgE9etrqVtXg2m4pNd3aYDR3ggjPWEG2ofwBrxs2LO22G6179IAp55oIx5O0LC+lr137aKsZp6CQqIciQNKGYISkCO4FnqQIpmLEsACWYpABxECmUKSHjeQjuuityhuBNBxSV/Jj+kFUeZ+TrjOeY8WRZgvImQEKQKgrkdqB9AUnV/f8Gt8tvMz9GeHi2IyN5Zt5q11S2ueMl+EjTG+lSfzgOovdixrT3fw0MjDvL3hrRwsP8CZRBvHo69gYRVjDfvKbuCOpjvQxoUScnaO88kLeO0sa/Q1hOxgkeybMmvIpDNkwhnOXj5Dq3Mar9eLaZp0dnYSjUanWPnzSdobD0c6/Gv357mUvIwi3EazbYlztKc7+GjLR+ZF6nXeWg7G99FWfYG0k873fPdwT81dHCjbX/ycKtQpKnkridVooRfWy9nmtdrmvBxYdkL/53/+ZwDuuOOOCT///Oc/zwc+8IHlPlwRKxFDj8fjtLa2Ul5ezrZt2+Z8ia9VUtz4crm5kt/mO+ZSkU6nicfj7NixY8HtYafDtSpbS0ZSOI5DOpFB1a/KcnoK/dEdePnBkzz+tWdIxdKoukr9+lre8ZtvIjIY5Zuf+iGJ0QSKpiAdyfM/OM77/+TnadxYP48JVoPSAnYbUqkDUQVOEpeck4AXqWxCOOdBEUAQ1O1ADGENgRxGkimqt7tNWwTgR+IBKnDJPIfLdhYIC2QQwTC6mkGKclCaQCYR1ilAR+oHqNM9/HHLDXRm+ojbHpq8Aaq1HNI+jlRuAbGyWc2n4qcxHIOAGijeR03RUKXJy9Hjxcz6DzS/jyMVh2mNn0Ei2VWykx0l2ye4s9sS5/lSz5dJ2imkdNAUnZsqbuTnGt8xpYxLSolhGGQyGU6ePInf78eyLIaHh4sbgIKF7/P5Zkzcm7xWnEuc53LqCl7FW5TU9UovSTvJQyOP8NHgR+Z1Xeqzdbyl5X56nF5Mx2JTcMOKZK4vBKvRQi+sw6ttXiuNFXG5/yywEJf7fEh3YGCAixcvzrtuujD2StehT84cLytb3Mu8XHOVUnLp0iUSiQR1dXXLQubXomxtsHOYR7/8NFdOdLpJPapCbDhO7dpqVM1djHPpHIlIkuhIjLqWapq3NWLmLPouDfK1//1tsimDbDJH83Y3n8K2HXov9vPTf3+cD/75u6fNsZgwHyGQnrsRTifIUcAH2jqkqEM4V5CEEMJGOA5SqUVgIIUXRC1SLwO5BhwTR6YQcgCkmXePh0CUuuV0cji/SfADNkgd5AgKUSwniCCNdPpBqUM6WUTuu2B3gbRBdrPB48etYc8gqULY3Uh1CNTly4tJWAm6ct2klateh5ydhWkS8xQUco5RzEZXhDKhyctkRM0Yn+/+DzJ2Bl++l7kpTZ4Ze44abw13Vd8x4fNCCLxeL16vF03TaGhomNI0qED44//MRfgnOYXjOHmil8Vz04VOe6o9L407N/lIKfGpPvaEds/r2l4LrEYLfS6X+2qrYFgu/JfUcpdyasJPAY7jcPnyZQYHB9m9e/eC6udXOimukPxmmuaS254uB2lalkVbWxvpdHpZFfJWmtBjowm+/KffpOdcP5UN5WgejdGeMMlYmssnOqisL8e2HTKJLCApqQxRXutunDw+ncaNdVw50Yll2my44WpoQVUVKmrLaD/ZSTycpKx6Hsljag3S8yYwX3DJVegIokhtP1K/FSlTCOURsDMgB/PEX57via4h9f1I/TYwn0AYzyJlL+ADpdLNvHdsoAK0rSATboIcNjZVjKXX0VCqIuyL+cS5OC7pj7kd2WQMlDWghMBJIxhFiqA7zjLAdEy+0f8tXoy8hOlYEJJ0d/bynqZfZH1gvUu+jlm0aKWUmNJia3DLvAVSjkdfIetk8Su+4n3yCA8ZJ8sz4eemEPp4zJSYWSD86SpJZiJ8I2dgKzYZM4PIjyOEgiEMAkqAzq5OznORc8Z5TGGyvWQbt1fdSvm43IPxiYOrCavZQl9t12qlcd0QutfrnZdSXOHBm47QDcMoEuahQ4cWTJgrmRRnGAYvv/wywWCQ3bt3zzv5bSYsdfORy+U4ffo0qqpy4MABOjs7l23XOxMRO45DNplD1RR8QTeXIZvKcv7Fywx3j+IL+thyaAP1666K10xXG/+tT/2QVx5uRfdqJCMpKhsraNreRM+5Xho31ePx6qiayvYjm3n868+iKBOfE01Xi0IoYtLvhCKQDjj2/K+t1HeDWg1WN5DDUWpdNTfhByqR3ILgGaQdQsgs2J0IvDj6TqTnVlDXgtwLMgpOLTgdQCLfL10gPfchPXcirBcQVgCpbMBIdyNIu5a80+5m3CulgJK34hWQcRAb3c8IwIkjnCHk5KbtuN3YBAKfOnOOyWR8s/87PDv2HCBQUbGwOBVvJdud4+Prf5WtQbedqeEYKCjYOHgVL6+vfd28jxEzY9OW4CkoxMzorN9djOU5E+HX5epou3weUzPxCT8g3WQ/BzazkW9EvkWX6Ck+r92pbp4ZeJa3iDdR668tZucDK7LGLAWr0UIvbDJW27xWGtcNofv9/nkpxRVu8ORdZSKRoLW1ldLSUm644YYFJ73Ayrncs9kso6OjrF27lg0bNizLQ7oUKziZTHLq1CkqKirYtm1b8cVZroVmuvPrvzzISz88Qc/5fhRVYfOBDey5bTsPf/FJOlp7kNJBSnjue8d4/YfuZO+du6Yd59iPT/Dc945hWzbB0gCWZTNwZQgzZxIo8VFaVcKH/uKXAHehunyig/MvXSla6ADZVI5AaYAAkrH+CDXNbk22dCTRoRjbb9pSlImdfF4zXnOlAemZIRdC3YwkgFA6kM4YCB1HXQvqlmIsW6rrwFmD68qtdK15kUGqO5C+d4NSDsJ2XdXqemxMVPVs3mqPuXXqJEHUIOxWIAJo4IyCqAAkSANQ8hsNF+cTrXyp5wFGTFetbVNwI7+05t00+SfW409GwkryQuRFQKArOtKRqNLNVL+YvERftp/X191Lf26AodwQAGVaGT/f+E42BjfOOvZ4NPga3FK2cS5tKSU2Ni3+5jm/v1yEUO2t5p2Nb+Nb/d8l7aTdcQVsLd3C/op9fL7ni3hxJVslEtuxSTsZ2vQLVFqVDA8Pk067IYmnnnpqwTH8lcRqtdDnEpW5Hsn+uiF0j8ezIAt9PPkMDg5y4cKFZcnOXs7dc0E2dXR0lLKysimNNJaCxRJ6OBzmzJkzU67VcibZTR5rpCfMd//+J0QGY1TUleM4Di/9+BVe+MHLmIZFy/YmdK+OlJKhzhEe+eJTrN/dglAnjmMaFs9//zi6V0P3aKi6guZRUVRBdDiGZdl4/R5sy1WKE0Jw9K2H6DzbS9+lAcpqSjFzJrGRBDuObmXLoY38+LOP0HOhH92jYWQNKhsrufcDdyz/YjGNaM0EKKVI/XaEOI20ziGkH5QyN9Yt00A5UpSiIJDSxJJNpLNRN+vPGQU0t5mLUgXSAvpwk/MEMOL+X/iRap2beS8tTo39hH/q/cmEaVxOXeEvL/0Nf7Ltj6nyzByuChthLGlNcZ0rKJgYXEpe4UfDPyZtp9GEu0yl7BTf6P8mm4Mb59RqL2Bf2Q08NPIwI7lRNKGhCIHhmKhC5Z6au2f97nJbnkcqbmRTYCOn4qfJOjla/GvZXrKNbw98F6Covy4QaIqGjU2X6OZXdnwYcENcjzzyCLfccguWZS0ohr+ShL+aLfT/arhuCL3QnGWuh2s8oUspuXLlCv39/ezatYuqqrnVr2bDclro42vf6+vnkTG9QCxmrgVhnW3btk2Z03JnzY8fq/Xp84T7I6zbuRZFde9foNTPc989RuPGumIJWS6dw7YdOk5389hXn2HrzRvIxK96bZJjSWKjcerW1ZJN5cgksvhCXlRFJRKOkklkeOXh0wx2DLP37l0ESwPYps3t77qJc89fZKRnDM2jcuvPHeGe991GqCJIXUsNJx45TWQoTtPWBg69Ye8El/9KXqMpUKqRShNCXEQqVS6hOz0IcxTJbaA0IdVmhN2Jgopph9wadnUNUAZKvsxN8YATAkaR2g2uK15KIAFqs5uNb57lC/0PTTsNQxo8OvI4v7DmnTNOtUIvLzZucS3nghSOg0ChPd1Oxs6goRXfZyklKTvNk+GneVvDW+Z1SXyqj4+t+ygP9H+TS6nL2NKh0lPJm+rewJ7S2RPLVoKoqr3V3F1z14SfFfvLTyPko3CVlArPjs/nQ9O0BcXwV5LwV6P062xzul4T4uA6I/T5utyFEBiGwfnz54vSpIHAEoRDxo29HBa6aZq0trZiWRaHDh1icHCQVCq15HHHYyHkIqUsJgrOJCu7khb6wOVBfEEfQhFkklkG2ocY7R0jGUkx0jtG87Y1xEYTdJzuJp3IkIql+PKffINgeYDy5hLsfoXdt+2g43QXiUgK3avRsrOZnvN9JCMp0okMlmHjD/pQVIVLr3Rw7CcnKakIEigL4A/5OPzGffzSH74Df4mPQOnVZ2XroY1sPbR8npMlQZoI+xQIL6jrrv7c7kNYp5CetUj9FhBVCE6BcEDbDHYAKUoQstvNipe4VrgIuFQjUyAkUtQjtQOAQW/mJClnaiy9gLZEGzAzoZfpZewrvYHjsRNY0kKRwiVzKVjrb2YkN+IS3LgcBSEE0pFcTl1Z0GWp9lbzsfUfJWpGyTk5qj3VK9J1bLHYXbqLp8LPYEkLPR9CcTvUSfaX7y1+bj5JcYtN2lsK4a9G6de5LPTrldSvG0Kfb1IcuA99a2srJSUlHDx4cMkJZgUsR1LceOW3PXv2oGnaisTm57v5sG2btrY2kskkBw4cmHHjs1hC77s0QOtT5xnuGqWivoxdt2yjal35hLFKq0K0n+5ieHCErlO9pGMZPD4PiqoQHYnT9vxFsukcmXiWVDyNY9lICbGRBLlsju//04N8/58eJFQeJDaaIBFJUb++hh1Ht3Lu+YvEw0lU1U106704gJmzUBT33Bs31ZOMpHjm2y/RvG0Nh9+4b8HneM0gIwgn6ta0j4dSle/6FgOlCqkfJCXrGYpdYYN3P+R+BAik2Od+Rko3wU7bh1Q3usp1wgdKvbtZcMJk7OSsUxnfxWwmvLvpXWSdHG2Jc5i4PRDWB9bx4bUf5Mu9X5uWuIQQlMxTenYyyuehVjce18qVvCW4mSMVh3k+8iKWbeVlYQX13nruqb4aFliOLPflInyPx1Mkd8MwGB4exrbtn0kMfzqsxk3GtcB1Q+jztdCHh4dxHKcoTbqcL+xSiTccDnP27FnWrFkzIfltJcrh5jNmIZNdURQOHjw4qyb7Ygj98isd/PCfHyYxlsQf9NHd1suFFy9z67tvRAaujrVu31qe+dGLjLSGiY8m8IU8pFMpPCU6Qij0tw+CBMeWOLaDqmt4Ax6MnEkmnkNacTSPRsuuZho313P5lU6Gu0bJJnPEhuOomkpFfRma7ma9mzkTb9CDkbWwDIuy6hKS0RQnHm1dEqGvfNMZNS/3agHjSwgtEBoTX3cdKXUQJUh1N8J6OU/cHgQZpNriNpZRpomDCz/N3ip0ITBnOJ9aby392QEaZ5EdDah+fm39rzCQHeD80AUSAwnuv+HNbu5C5RHOJc+5cfZ8oxo7n11/pOLwgq7KYnGtCF0IwbvX/AI7SnZwInaCnGOwJbSZIxU3EhjXIe1alK0thvCHh4eJRqOMjIxMS/g/i6S912Lor3LMZaFLKeno6KCnp6coGLHcL8ZiibeQ/HblypVrEp+ez5iFTPby8nK2b98+58ux0Dnals0z336JdDzD2u1XG90MdY7w4g9OsOOt6wCIxWJErBFuevsBnvzCSwhHIByV8qpy1mypR/dpnHq8jVQ0jaK6tb2KJrBMC+k4OLZDJplF82r0XxmgYXMdG/aupedcP4EStw93Op7Ju3MdjKxRLI+zchbh/ggNG2rxeHUSY7NbpT9ziEpQ1yDsK0ilBYQK0nJLzdStbvnZdNB2IJUyhN0NpJCiBqmud2Pw0x4ngN+zhfsrL/PtcN+0H3kx+hIvRY9xtOII72t+z6yiKQ2+BhSfwhXnSvE52F+2j8tV7TwVfqpI5AK4q/rOOWPfy4WlvnNZO8sLkRe5kmrHrwY4UnF4RolXRSjsLdvD3rI9M45XiAv/LOPV0xF+R0cHO3bsoLS0dFEW/koQ/mtZ7q9y+Hw+crnctLvqQivPdDrNwYMHOXXq1DVvojITCslvo6OjMyq/rUR9+2wEXNCIb2pqYv369fN68BdK6JHBGCM9YSobyieMX9lQQX/HENGBBKOjo5w9e5YNGzZw223NWBGHYz89RcOGWkoqQ2ge9/Gtba5hVIQxcya2aeNIEAqYWdOttpIS27QZ7hwlk8pSta6crJnBTpmgSzSfSjKWQloOZs7VBJdINF1jsGMYRREYWZMNe9fN+/xmukYrCiGQ2iGQaYTTTUGRTCrNSO2gKzQzw/dQm5ALUH+T2i5eX2tTqj/HD0c7CFu5ogBtIckL4LnICzT5m7i75s4FnorgXWt+jqOVRzgTPwMI9pTuZo2/cUHjLBWLvWdRM8rfXP4Uo0bYrYNH8GT4Kd5Wf/+iO5+txmxymEieK+HSXwzhv2ahv8pREF0wDGNCA5VUKkVrayt+v7/oNl4pAZiFWujjk98OHjw4Y+OXlbDQZ9p8FDLZF6oRv9A5Kpri3odJAiyO7bhCLkJy9uxZtm/fTm1tLWODUcrrytC9Oo4jUfPiLuH+CJUN5dQ2V3H84dNIR2Lm3DikY1+dj6op+Ep8ZOMGHsdLKBBi1+3bOPvMBbQajYHLQ0SH40in4NYEFHfx6WzrYcO+taw/tIbR0VECgQA+n29RC8aKJ+MolUjPG5BOH0KmXWU3ZY0b+15OCB08Bzlau42jNRm+MfAoj40+g5Nv5FKARPJk+Kk5CX2m69Lsb6LZv/Ltl6fDUgj02wPfI2yMFf/t4CCRfHfwB+wt20uDb+GVK6uZ0Oc7r2tF+K8R+qscXq+7YGWz2SIxFiy8pqamCTHpldZcn8+Ll0qlOHXqFCUlJXMK2ayUy3385mN8Cd9sLWKXa44VdWU0b2vkwouX8Yd8qJqK4zgMdY/ir/JQ1uAK/JSUlPLIl57mlQdPkYqlScVShPvHKK8tRQh3Y7b5wHo27m3hzDPniY7Ei123xsPMWkQHYqgelcsnO6moK2fg0jC+gI/EWIpAyEd0KO6SkQqapmEbDrpPxxPQueU9h7B0g7a2NjKZjKupnc8CDgQCxYWk8Hev17usi2/OsHjhlQ66+iNUlPq5+eAGKsuD039Y+EDdON1lWH6IEIgQcTtbUCif8pG4FZ/fUKuMrBZLoI50OB59pdilDpjw/+PRV3hz/Ruv2XxWGsuZgLZchK+qro5EocHO+D+L3Yy/GnDdEHqBxAtu987OTrq7u9m2bduUhiErKdEKc794BXGWyRuN2cZdSZf75Ez2YHAGophjvIXMUQjBHe8+SmwkTu/FAcC9bmpAsOlWV8Gr5/QAj37lP2l75iLl9WVs3NNCw3pJZ1sv2XQOTddQVYXzL17m4S88iWVaqKqKbU1fTiUlWDkbx8pS3ShIxzOk42lsy2ZsIIZ03DIpVVVRNQWhKni8Opv3beDen7sbf8hXnGc2my0uIOl0mnQ6TTgcLvbcFkJMIXnHcUgkEvh8PnRdn/fiPBxO8Gf/8FN6+iMg3PN44Iev8DsfuYt9O+dWO7sWWOtv5qXIMWBcXXWe0Nb61/4sp3bN4SCx5fTPoEBgyPlV40zGaiT0a60vP1/Cb29vJxKJUFpaOi3hb968mW3btl2TOV9LXDeEXrDQU6kUZ86cIZFIcODAAUKh0JTPrkTWeGFcmDl+U0h+a29vZ+vWrfMWjFnJpDjDMDh9+jRCCA4cOLDoBiuLmWNtSzW/9Efv4OLL7YwNRhiNjVC7qYp9h2/gc//zi/Qce4KhjhFs2yY6EifcN8aW/RtQFMFQ1yi1a6vBo9J9vt+NlwNCmd99NXIWlY0VVDaWc/yhUxhZA49Px7EdhCIwDQtNU8nYWdbtbi6SeeFcC2Q9HRzHmUD2mUyGeDyO4zicO3eO1tZWVFWd0br3+/0TSin/7YHn6e6LEAp60TQFx5HEk1n+/t+f4H3vOMTJtj6yOYudWxq488hmykoX37RnsThacYQHhx8maSWLndAKeOM8YsarsS54sQSqCZXNwU1cSl2eYKWD63rfHlockaxGQl9tbUoLhO/z+QgEAmzYsGHC76WU82ri9WrFdUPoiqLQ0NDAO9/5Tj75yU/yjne8Y8Yyq2thoU+G4zhcuHCBcDjM3r17F9T2dCVCBIqiYJomL7/8MqWlpWzfvn1JmaWL3XQEywPsuHUzp06dolJfz+7du2l77iIXn+rASNog3OQ0BESH4rzycCsIgZkz6WnrQyhiQhy+EAOfHZJkJEViLImmq9imgwT8IR+mYWHm3M2BZVqUVpWw+5bpW3POBEVRCAaDUzwdjz32WNEDMpnwx8bG6OvrI51OY9s2uq4TCASwpcaxU51oKgghkY6rrFYS8DI4muD/+9IzeHTXvdh6vp/njrfzyV993czu+BVCUAvyu5t+i6/0fp0LyYsA1Hiq+bnGd7AttHVeY6w2sloKgb694a383ZVPY0u7uMERCHaW7Jj39VjO+awUXm0d4AqEvxqv5XLguiH0Bx98kNHRUe6//37e/va3z1ozvZJJcTC1G1Khi9tcyW+zjbvc802n08Tj8WVr+LJYQi/kEpSVlVGilPHcd17m2E9OEBtMIoSCZdpIxyqqhJmGVVQPk1Ii7UVsdITAyhO3yI+jKgq27RAqD2BZDrZpk8sY1LRU07JjeZKyCtdI0zRKSkooKZkqkCKlxDTNIuF3943iOBJFASNn5BXEwLIklmmDz6Y06MYEJdDZO8ZPn2jjl952aFnmvBDUeev47Y2/QcJKYDgmlXrFvJ+r1WqhLxYbguv5vU2/w0+GH+Ri8hJBLcDNlUe5u/rORb9rq5GEVpuFXsBrSXGvUkgp+du//Vv+5E/+BK/Xyyc+8Yk53cYrmRQHEwl9IclvM2G5Xe79/f309vbi8/mWreHLYhaaaDTK6dOnaWxspPvFAb7z3YeIDbsxdStnw7g2nRPPfwnXQrhWvBACr9+DqqsgIVDmRzqSTCKL5tEwMgaq6jZnqWxYWILgUiCEIGc4nDg3zFg0TXVFkPqaMgZG4oSCvuLGJhxNgYDSkA/HcTAtE8dxsC2Dh548RVNlZkIi0Hh3/nL1rZ8Ji1VyW21kBUubU0tgLR9d95Flm8tqJPRXm4V+veNVT+jhcJhvfOMbPPHEE7z1rW+dl1rcSlnohbELD3khy765uXne9dwzjbkc85VS0t7eTl9fH2vXriUajS55zALmu+mwbYdTj5/lhR+/TG9HP1v2bkTbG+DZbx1DIknGUtjWxHOdPLYQCpLFXQ9PQMfMWCBgsHMEX8DDmq0NpOMZEJBNZMmmcqi6yu3vOsrbPrG4muGZMNc1au8e5f/70tMMhxPFfYvfp6Mqglgii0dXMfPStj6PRklJYMJzZTkpKiuC7Nixo2jlJxKJYlKQYRioqoqu61iWRVtb25Q4/nJJIb+asRqJajUSemFdWo3zeq05y6sQ1dXVvPjii8D89dxXKimuMLZt23R3d9PR0bGg5LfZxlzqQ2jbNufOnSMej3PgwAGSySSRSGRJY47HfOf4+Fee4dGvPk0ml6GyuoL2Y920Pnoe6UgCJX6yyRyKOvFFnDyuUMR4431BcCxJqCKIP+Qjm8xiZAyCpQGQkElkCJYF2H7TFm7/hZu46S0Hl3Whmmss23H4wjdfZHAkQX11CaqqYNkOQ6NxNqytRtdVOnvC1FSG2LN9Dc8eu0IqbRAKugmhpmVjWQ5HDmygurp62mMU2m4ODAzQ39+PEIJIJEJfXx+ZTAbLstB1fVrLfrXodF8LrMZFfzVanYVNxmojdCnlf4nndDJe9YQOVxdKr9c7rwzGlbTQhRB0dHQQj8fZt28fpaUzyG0uAEsNERiGQWtrK1JKDh48iMfjIZ1OL+uiNR9CH+kJ8+S3n0NqNlu2bsTj9SCl5ORjZzAyJrbloGqq2yK1sD5clR8r/t2258fmipoXrsl/V/OoKELg8eo0b1tD38V+wgNRUtE0G/a2YGRNjHSOw2/cx9G3XvsYdHt3mN6BKFXlAdR8m1hNVSgvDRBLZPiT33oTDbWlxWvt9Wg8+uwFUmkDhHuam9ZVc99tMyfxFeL36XSa0dFRtm+f+FnTNIuJerN14pqJ7JciuLPaSAFWl+W5Gq/RatxkgDuvuXpPXI+4Lgi9gJ81oRuGgW3bRYnZhSa/zYSleBQK3dtKSkomZLIvd1x+rvEcx+GFx14iPpZg24HNxZdNCEFZVSmdZ3rIpQ0s00Lz6pDKuSTs1ZBSousaiuYSdC6VmzWKrnk1LNO6mv0uwRv0UlIRJD6aIJPKEu6PkIpnCJT4MXMmmUSW+vW1jPSEee47x7j1nTfi8S1/rHm2a5TLuXFwTZ24QGqqQtqWZHNmcSESQvDL77yR3dsaeflUFznDZtumOm4+uIFQYPGqcLquU1ZWNm0VRqHkZzzZp9NpIpFIsf4emFZwp/Bvj8fzqlhMV6PLHVbffFbjJgPmt9FYjfNeKlaU0P/pn/6Jv/mbv2FwcJAbbriBf/zHf+Tw4ZXrlLQQQp+vlTdfJJPJYj33pk2blo3MYfHkG4lEaG1tndK9rTDmcm5qZhuvKHErLcrKyhAIcukc4f4IibEkgx0jRQK2TBszayIUkA7Ypo0QIDUHTfdQu7GarrO9xdKyyVB1FZ/fS9p2JsT3jIzBWM5E92gIBGP9Ebf23OvBtmyyKZeMguUBEmNJYiMJapqrlu36FOYxG1rWVFIS8hFLZqkaV3YWS2SoLA+ypr58wucVRXBw91oO7r42wi1CCHw+Hz6fb1olQcdxpgjuJJPJYheuXC6HoijTkn06nV4xr9lisBoJfSESq9cKq3FOsHo9ByuNFSP0Bx54gN/+7d/mM5/5DDfeeCOf/vSnue+++7hw4QK1tbUrcsxCg5a5UKjBXi6MT34bGhpa9gdpIZKyBQwMDHDhwgW2bNlCY+PUhhbXykLPZrOcOnUKn8/Hve+4m75jI3Sd6SU+miCbypGKpTCyFooq8Pg8qJqCadgoCKqbK0C4sq1SQnltKZZhYhruvVN1BceW+ax1QAhKKkIoqiCbziKF66XXvBqO7XZeM7Immkcjm8q6NedZq6gJX15XjmPZ+EJeQhXXto4boCTk4w137OAbPzrB4EgMn1cnkzXRdZX779mF17O017VnIMLlzhF8Xp36yuV/9RVFIRAIEAgEpv29bdtTrPtoNMrAwACpVArbtnnkkUemteyvdfx+NRL6arSGV2vf8dcIfZnxqU99io985CN88IMfBOAzn/kMP/rRj/j3f/93PvnJT67IMedroS8XmUkp6enpoaOjoygxOzIysiIyrYXjzfVCF9rE9vb2smfPHiorp+lnzbUh9EIL1srKSrZu3YqiKNz3obv4h1/5F2KjCVeRLWcjFIGiujXnXr9OWU0piViSmrVVVNSV036qm4aNtehene62PlRVyWfCCzxeDSNnFknd49eJDEaxjLwHRoBj2yBFUXTGbZfqxthty0bV3A1Tx6lOKhrKeeM775mgDLeS12gy3nDHDspL/Tz+/CWGRuOsX1vNPTdv5cDuxUu8WpbNl79zjKdeukw2ZwFQEtS5ZW8VRxcxnm07nL00QDpjsHVDHRVl0xP4ZKiqSigUmla9sbe3l76+PrZv3z5BcGd0dLT470L8vqACNpnwr2eNblidhL6aLfTZ5rUa57wcWBFCNwyD48eP8wd/8AfFnymKwj333MPzzz+/EocEwOPxXLMY+njlt/HJbyul6gZzZ94WpEVjsRj79++fduEcP+ZKEnrB3d/c3My6deuKL1BZdYjKhgpKq0sY6hwlm3Kz2pW8sItQBKP9Y9imw4WX2nEsx/VOOA4tO5vIpXP4Qz5SsQy2aSOlc9WaUgSpaNptgQoIVSBtiW1OvNfSkaAIfH6P290tH7M2DYu125u49wN3LNt1WSiEEBw9sIGjBzZM+Z2Ukq6+CAPDMUpDPrZuqEXT5rZYH3/+Eo88ewG/V6euugTHkQyNxnnouT7ecG+S6oqZn5PJOHd5kL/57CMMjSaLiXlvu3cP73vHYbdL3iJRsPRKS0unTSQd35RjfNJeLBYjnU4X4/der3dGOd2FNMx5zUKfH16z0FcXVoTQR0dHsW17SlOUuro6zp8/vxKHBBbmcl8KoReyxh3H4dChQ0UdeViZkrjxCnQzuRxN0+T06dM4jsOBAwcmzGmmMZeL0HPpHG3PXuTsC5fwxIJUri+lb6R3Wne/dCSarlJaGWKkK4yiKVd12IHkWArHkSDAH/Ji5SwyyRxDXaN4A158QR/ZVBZfyItt2limqyKHAH/Qh2Va+IJe12qXshiLL0DTVVSPimM51K2voa6lhmwyi2XYRIZj7L51Ox7fzNmxPytksib/8c0XOdnWSzZnomkqzQ3lfOhdR2lqKJ/1u0+8cAlwXfoAqiooK/HSNxjjz//xQbZtqOXGfeu4YXvTrKQci2f4k0//hHgyi9ejubkJpsV//ugVqiuDvOmuXUs6x7ksqtmacjiOQy6Xm0D2hUz+yfH7mUryxjfMeY3Q54fVaqGv1o3GSuO1LPcFopD8NpP++Up1RoOZLfR0Os2pU6cIhULs2LFjXnHGpW48pJQMtg/T+vQ5nvvuy8RG4xhWjstPdaMGFH7+d94ybey+uqmS2pZqOs/0kIpnXDLPn5Zk/EKKG+/WNBRNIG2HkZ4wa3c0MTYQwcxZKIpA9+ooisDj97h90qXK+j1r6TjTTSaRvUrmecJv2tpAMppmpGcUI2O4iV4hH0bWTZirbanCtu3ihqewKExOKFwMlrKJ+v7Dp3n+RAflpX4qywMYpk17T5h/e+A5/sfH7yta6mOxNE++cInT5/pwHMnGdTWMhJN4dPdVl1JiWQ4Dwwmyhk171ygDwzGeebmdN96xk19864EZz++JFy8RT2bx+XSU/Gd8Xp10xuD7D7cumdCXgvFkPR1s2yabzU6x7gcGBshkMpim+6xNVtMbHh4mGAxOaZjzs8BqJPTVSpxzWeir7TouF1bkCa2urkZVVYaGhib8fGhoaMkiK7PB5/PNS1hmsaQ7H+W3a+1yj0ajtLa2Ul9fz6ZNm+b9oC6FXKSUPPvtl3jygefpPtdHYiyJL+jFW6YTqPZhJRye+8+X2X1kO958CZWUkmwyi8fv4a733Mpnf/uLZFOZIpkLIdwmFgVydyCXNjCEgaqr2I5NLp0jOhRDKALbsrAcNw6u6Sqh8hBjAxEyqSyXTrRTUV9GXUstA5cHyWUMSiqCrNu1Fn+JD2/Qm8+wdxu02JZNMpJm84H17Lh5azEBUUo5rQVS+Pf4BWM5CH8mZLImL5zoJODzFEvSvB6NmsoQ3QMRLrQPs3NLA9F4hn/8/BO0d4dJZXIk0wYvnOgE3LawQ6MJ93wA03arB6oqgpSEfMSTWR586hw37l/HxrXTi9IMjyZQhCiSeQGqqjAcTi7pHFearFRVnbZhTgEFwZ0C4ScSCQAuX75MJpPBtm08Hs+sFv5KE9tqJPTVaqG/5nJfRng8Hg4cOMCjjz7K2972NsC9wI8++igf//jHV+KQgGuhz0f6daFkNl3y22xjr6TLfTwGBwc5f/48mzdvZs2aNQsec7GE3nuhnye+9pw7HwkllSFMyyIxkqahuZ66jRUMdo5w/sXLOLbDhZeu0Hmmm2zKIFDi44a7dhIdiU2QZJdSwqR1QTpunyrHtlA9CoEqPxYm2bTrhRGKQNXdDdRAxxB6PgvcNmyig3FEnaC8tpTwQJTalmr8Jb7iuVc2lLNmUz2ZZBZN17jtF45w7wfuwB+cmgw3/jpNR/bjF9qCatZM1v2iGthkcmRz1pQsd4+uYlsOsYT7zD/90mU6e8cwbZtU2kBTBFIRbiKcLTFxUFWBnW9o49EVgvkNgkdXGRqJ8/XvH+fD77qJupqpcezG+vL8ecsJrnnbcWhpvHZ69yuByQ1zMpkMfX193HLLLcWGOZPd+YODg8V/SymL9ffTtcVdSPx+JqxGknq1WujXK1bMh/Tbv/3b/PIv/zIHDx7k8OHDfPrTnyaVShWz3lcCXq+XZHJuS2EhFvpMyW+zjb1SjV8K40op6ezspLu7m927d1NVtfB66aXM8+LL7aTjGerW19B7YQDLcjug2YZFz3lXTjQVTfHAX3yXoa4wibEECEFpVYja5mq+8qffJhlNuYONV4SbZTqOJalbU0N3Wx9ImXelS8ysVVSCM7FAgm062KbBYMcI/hIf9RtryKZy9F0eBAmqpnDz2w/xi//j7eRSBrpXK3oSpsNc1vdMhF/4A26Og2EYbgMV216QO7+8xHWzD40mCAauit2kMgZer05jnftMnr00CALiiSyqqqCpbqLh1bFBEQKbq2ENkAyHk0RiaWzb4bnj7Zy5OMC73rSPt913w4R53H7jJr7+vZcJR9Pouqu6Z5gWihC8/fUTP/tqx+RNmsfjwePxTBu/l1JOqb9Pp9OEw+Gi4I4QYkaynxy/fzVhNXoN4DVCX3a8613vYmRkhD/+4z9mcHCQvXv38tOf/nRW63ap8Hq9hMPhOT83X0KfLfltJqyUTnxhXMdxOH/+PJFIhAMHDsyayT7XeAutbS/AymeRq7qC0CEXz+FYEjNnEQ8nuXDsCmbOQtUVrJzlZpULiA7HMTKmS+YSV65UiHn2MIeOU92YhjX1F/mvO5bjitAUzlERqLqKZZlsuqWFVCSD7tHYsG8tO27ZQk9vj7uwCj+oLFrFbDZCLiz2r7zyCpWVlZSXl+M4zrTu/PF/H78YqarCPbds5SvffZmh0QShoJecYZHOGNy4dx0ta9zSRK9HwzBsbNvBo7sxdTt/bRUFFKHg93mQGQPLdjBMh7FYmkg0nd9gCCrK3Pj8175/nLVrKgkGPHh0jZY1lYQCXv70d97M//nXx+joDWM5EAp6+cX7D3DX0S0Lvm6Tr9OrFePJejo4jjOl/j4ejzM0NDShYc5shK9p2qokz9VKnK81Z1kBfPzjH19RF/tkLGeW+1zJb0sZezEQQmCaJidPnsS2bQ4ePDivDcZs48HidtiNm+qRQjLQN0jVQqHVUgAAi0hJREFUmkpig0ls00LiZrAjwTIskCpCUVDUglqbSTKSujqQnP/LpajK9GQ+6TNIiaopbqa8hMYNdSSjaWrL6/iFv3rLlIW1YEVNlwU9eVFdjKhJJpPh+PHjVFVVsX379mkJf/LfC2RfgBCCWw6ud8NWz15kLJrG59W49dA23nbvnuJ39u9q5sTZXoQQ2I5EUwVOYUwHbOGQSufG3XsYGnFjxYoiCPm9eD0apmkTiWf4n3/3Q7weDUURNDdU8KvvvZUtG2r5+//1c3T1jZHJmqxrquRy5yif+tfHGRiK0dxYwX23bWPbpoXnyqwmslpO8lQUZV7x+/Ex/LGxseK/bdtG13UURUEIwYULF6Y8mz8rUn21xtBX45yXA9dVlrvH41mWpLhC8tvatWsn1FDPByvlchdCcO7cOUKh0KL7qk8eDxa3W63dUklojZ+xKzEURc13R1NRpEJFfTmartJ7YQDbcVwXry2L8faJk2Derc1tc26p3mIzFgRIV2hG1TV8AS/dbX2zypZOVjHLZDJEIhH6+/tnTIqa3JRk8nOSTCY5fvw49fX1bNmyZdrnaCHu/NsOb+Sm/euIxjME/R78+fI6y3I3Oof2NNN2qZ+fPnmeTMbAFAIr73KX+f84SFRFoCgCTQHDcsd3HEk8mSWRylI4pG07ZHMWqio4c3GA3/7zb/OGO3fwhtt3sCGfOPfDR8/wbw88h2k5eD0qV7pHeeFEB5/4wB3s3FzPpc4RdF1l+6b6otdgOqw2q+laWsOT4/eT52GaJplMho6ODtLpNJZlMTw8XCR/KeWU+vvJgjsrdS6vxdBXF64rQl+IhT7dAiKlpLu7m87OTrZv374oidqVcLnHYjFM06SiooKdO3cuy8u5WEIvSMq+5w/fSc/JAZ78+vMM6sPUrK0ik83g9XtcnpYO0oJ8qHvGOSz3Qi4diY2NqijoPh1NU0nkTCrnqNWeTcVs/KI6/k9B1KTwzI1PilIUhf7+furr62esiJgPJhO+16NQV60X5zV+jrqm8IF3Hmbn5jq+9v0TdPdFiglstuMgpWuVW5brkjem2SRNdzsKSXSZrMkPHm7lmZeu8MGfP8JTL13m+Vc6i58zDIuK8gDZnMU/fOEJdE0lkzEQiqCqPMjtRzZTV13C1g21U3TpJ5/rzxqrZYMxPn4fDAbRNI2dO3cWfz++Yc74pL1IJFIU3BkfEpjOrb+UhjmrMQwAq3ejsdK4rgh9IdKvk0m3EJseGxtbUtvT5bbQh4aGOH/+PLqus2bNmmV1A8L8Fy4pJV1dXXR1dRUlZddtamHnzVv5s3f+H0Z6wq7r0JPLK7vNY8x5xs41j3pVynUGKJrCmq0NDHWM4FiunGywLEA6kUHVVG588/55HWs6jF9Up+tCNrkpScGy93g8DA8P09fXN6HGebo/i1l8prPuPR6Fmw9u4sa96/nE//tNkmmDyvIA0ViaoXxpmePIacl8PrAsh0Qqy9997rGi9V+A7UjGImlCQS+jYynKSryUlwZIZwyudI1yuWsEj67h0VXuvnkrv/a+W4ttYlcjVhtRTUeeQsy/YU6B8JPJZLEl7uT4/XSEP1sb0tXoci+ErGZ6pwqVKNcjritCX2wMfTHJbzNBCLEsndzGE+jOnTu5fPnysndHKxxnLjiOw6VLlxgZGWH//v0TXIOpWIbIUIxsKucm7ZnO8noo8k1X5oKma4R7xwiV+0lG0ghFoOkqQgi23biR9lPdDLYPs/fu3azZvLxaCOObkoTDYS5evMi2bdtoamoC3Az3yYtqoQPZdCVPk/8sxoKybHdBCwW9+Lw6Pq+eT4Jc2rlKIJOdOZfBkZJk3m2vqypSSsLRNBL32KoqkMCDT52jvqaUn3/TPnfcVWIRF7AaLc/FzGn8szldNUwh1DTeuo9Go8VQk2VZ6Lo+I9nbtr3qLOHCs7Ta5nUt8F+e0Beb/Dbb2Evt5Da+VK5AoFeuXFl27XWYeSG1LZvLJzrpu9jP0OgwNZsruOWuoxPawkopeeAvvks2lSNQ6iOXNdwmKFahben0LtwFQbrxc0VTcKzpNwqBEj/N2xoZ6Q1T2VDBR/72/Xi8GqlYmicfeJ5Tj7XhSDeG//AXn+Lnf/ct3Pz2Q0uc2FQMDw9z5swZtm/fTkNDQ/Hnuq6j6/qMMdLpeoyHw2HS6TSGYUwrWTq+Qcl0z6zPq7OxpYqTbX0E/R5GoynX9W6vPHEWHC/hWJpYMjvOinNJ3efVSKUNfvz42SKhw+qyiK8XQp8Ls4WagCn195lMpmjdZzKZoiWcTqenFdv5WTTMKaztrxH6qxwLSYoDdwE+d+7copLfZht7KcRrmiZnzpzBNE0OHjxYJNCVaKYCU8VqALKpHN/46+/T9txF4rEEQkBdUy3Vvjr23nU1fjfcNUrvxQE0XSVQGkDxKPh8PsJ9Y9jW0q3BAqQjZzx3j09n3e5m/CEfHp9OdCROSXmAnbds44G/+h5dZ3upWlOBnrdQxwaifOvvfsi2I5uoalg+MZSBgQHa2trYvXv3gnIv5nKZTpesV8iAni5Zz5Yqpy+GudQVxTBspITu/giZrImgYLkIVEVgzrBBWg4owj1OwbWfL3l3BWkkaKpCNJ7Bsux5NZh5DT+bTYau65SVlU0bapJScu7cObLZLPX19RNCToX6e7iaWzKZ7BfaMGe+mIvQV5s3aDlxXRG6z+ebt1IcwLlz5xad/Dbb2It1OWcyGU6fPo3P52P//v0TtKNXItlOURSMrMG5Zy5x6XgHAJv2rycyEOXUE2dRgwp1G6opLS1ltGeMH33mYVp2NlFR577c0ZF4UU+90OHMHXhZp+miWFye/+O49dl162uLrU49fg+25XDm6fOcePQMD33hyXwGfv6rQlBRX8ZId5izT5/ntl+4aVmm1tvby8WLF9m7d++iRH5mw0KS9UbCMb70rZP0DScRwl3YTEu6SYqOg0dXEPnaf4+uIoS96Fj6bKgqDxJLZCaI2hTK5zIZM7+ZsNnQXIWUDpYli5n6hWd8JaV054PVaqGvJqtTCLdLos/nm7Zvw+TckkL8vhBumlwqOl2W/mzx+5kw3TP0XwXXHaEbhjHry+g4DhcvXgRgz54901pFS8FiLel4PM6pU6eora1l8+bNU17clSiHsy2Hb3/qJ1x44UrRN/7Kw60koykUH9RX1FJSUoIQgpq1VfRdGuTYj09Q01yNL+ihpDJEqDKE40hXNCZnYOccbGMFLT9VcS064SZ3hfvGKK0K4Qt4MTIG2VSWR7/yNNKBVMwVTDEyJmu2NOALXrUGjNzSwiIFdHV10d7ezr59+5b9WZoLk5P1Xj47ymjMpLmxCk1z49fpTI6BoSglQZ3KsgDprEk4miGbc9xa/TwCPoV0dnnuWyKVRVOVKUlz4BJ7PJkrtl0Ftx9BZ2cnW7duLarozVdKdyXLsVYbIazWOc20yRgfv58Ok71P6XSaaDQ6bcOcmUrypgs3zWWhr7ZruJy47gh9thi6YRicPn26SIwzPWhLwWKEZQqu/w0bNtDU1DRjvfJyW+h9rYOce/YKNc1V+IJuImAsHKf7XC81a6umZPpHBqP84J8eQvNoqJpK3bpqqtdUFEk1lRRkYnPnMCwJjkTVVRzb1SU3siaRoSglFSEig1FyGQN/qZ+qhgpsyyY2msDIGoz2hmna2kg6lsHj97Bp37olTUNKSXt7Oz09///2zju8rfJs4/fRlrz3iPeKV7xHmzCSQIHCx2rLKIRZ0tJSKIUOAqUDWloaoHzQljLalLYfJS2U3UDYJIzEU7bjvbcsy9pb55zvD+Uoki3Zsq1xbM7vunwRPORX8tG53/cZ9zOBmpoaryHJUNPZNwMBs+EBnAY/div4fB6SE2NgMNogk0kBgo85lQHUySI1AoDFGrhry59TP0lReOlwB+JjRFAphlFQUOCaR+CPlW6wBZ+NYVk2CjpFUWueQudP/n6x4Q4zDndxusld8JlrYqVK983IphL05drW9Ho9Ojo6EBMTg+LiYnz00UdBtWj1B/e+99LSUiQlJS37uIG+ySgG5kFTlEvMTSYTzDYTpJESGDVm0JRzShcATPROw6A2ITY5BsnZiXDYHBhsG4XFaHXmSs12kCTpmmXur2HMamEeli/gIyoxCsqxeShGlJifWEBkfCSEIiHikp3impAeB7PBAqvZBv2CAYpRJXg8Aju+0oDsssy1r4GmMTAwgJmZGdTV1a3ZfjfQCAV8N2c4Gjq9DgScp/ia8kzEx8hwtHkYygUDAGffOp/Pg8NBuX4u2DCFkkI+H6OTKvz2T+/gJ7eciaysLLfvWd5K1/3fy03G82Wl64/gs1U82RRyB4KbBmCKSb21ENM0DZvNtkTwtVotjEYjaJrG4cOHvebvIyIikJjofaLgRmfTCbq3ojilUonu7m6P4rdgWbT6GxpnQv/z8/PhG/pCnBpZqjfoYTKaEB8fD3OSFTarAxN904iMlcFmsWNudB4RMVKk5CQCIGA1WWHWW2C32JGzLRMURWNYPgrS4cURbslzIcDj85BdnoGh9rFViz/poCCLlsKsMwOEc9pbRIwM+gUjTHozLCYrZFFSSCIlyCxOx+yoElajFdnlmTjtKw047SsN6zq59fT0QKVSob6+PihRnrVSuy0TJ/pnYDZbYbM5DUUInggioQPVZRmoLNmCrXnJ+PFvXgWf5xRzkqS8hsaDBXMJm0+mPMwWB/7xWi9+UZDnV0/6agflMP9dbKXrfsL3drpno6CzcU3h6kMnCAJisRhisXjJwBytVovm5mZs377dQ+xNJhPm5+c5Qd8oLC6Kc+/lXlz8FkyL1pU2Cg6HA11dXbBarR6V7Ot93NWSvjUZc90LmJtRAnwaCQkJcFgdEMnE+PI3z4J2Toeh9jHEJsfAoDEiKi4SAAH9ggFjXRMwGyzg8QhYjFaoFVq/xJwv5EMsFbkK2aITIqGbX2ZCHnPadzv1EydLpg1qAyKiZdhSlObsuY6PxGDLMGYGZ5FdlgmBSAChRAixRISG86vx3d/fuK7Xi6IodHd3Q6vVor6+3q+/WyjZUZuLjp5JHGsbBkU7uz5EQgfObCzAtq3OoqWWrglYbQ6IxULwCP/C48HmuHwcf3j2HVxxQaVfZibLsVrB9xXON5lMLk8JX48ZaiFjo6CzrVAPcL5P3c1y4uPjXV9bvLnbbGwqQReLxXA4HK4/WF9fH9Rq9RIzFCB4U9FW2ihYLBbI5XKIxWLU1tb6nX8KxgYksyIdMz1KjLZPQSaVQaFRguAR2HZ6MXZeuR1C8SmL0Sfv+Dv6m4bgsDswPaiA2WABRVKgSEAxpoTdYvfrpC2WibClIA3zUypMDyqQkp20rKALRALw+TzQFA2BiI/oxGhQJAWtUgeaBmxWB2ZH5pC4JQFWkxUEjwejzoy+piHnxiFKgpTsJFz0nXPW9VpRFIXOzk6YTKZ1D8YJFgRBo65YgpS4PNjpCAgEfJRvTUNZYZprfrnRZHP1hFMnR9byeYRrKlu4ePPDIcwpNSjIjEB6onCJmYl7//16hpH4E87XarXo6+tDcXGxyyTKm0Mbw2rD+WuFjYLORqc4NqYmQsWmEnRmfKFGo8HIiLMNy9fNN5ghd1+Pq9Pp0NHRgcTERBQVFa3qogv0BsRms4ECie1X12LXV07HcNs4AGfbWvnpW11izvzu07/aiJH2MYx3T7lc2GwkBYFIAIeddJ7OV0Ag4iO7IgPkyTGrIokQysn5JTl3gkeAL+AjOiESl/3wQvAFfCRuicfWxgIoJ1T43289DaPODMfJ06VuXg+TzgzKQYEiKUhkYogkIljNVkgiJLjl9zcgo2hpW42/kCQJuVzu8gZY6+kxmNhsNrS2tiJCJsXlFzf6vLbSkqMhEvFhtzv97mnQ8HVZ8YhTJjHBxkHR6BrSYnDShAvPKkNhdjwOH+3FjEKHhFgJqrbGIyVeEDRnPcB5nRsMBrS1taGgoGBJK5avcH6oivXYKOhsPaEv9zpx1q8bBLFYjPT0dJx++ul45JFH8KUvfcmn81swx5x6O0kzefzc3FxkZmau+oIKZFGc0WiEXC4HQRAoKMpHcnIyar9UuezPlJ22FV+4uBZTD8+Cx3cKLuDMZ5MO/8K2fLEAU70zMKhNoBwUzHYSBA9LQurSKAni0+JAACiqz0dBda7rMf7921dh0BiRnp+CiZ4pUBQNoUgIs9GZM+YJeEjYEo/YpGg4bA6oFVpM9EyvWdCZkbUEQawqohJKbDYbWlpaIJPJsG3btmVvsLXbMvH6uycwt2CAzebwMP+RiAUne9edJxw+n4BtBQ/9QCLgO4v6Dr7eCoLggUcQ4PN5mFGa0D+mxXf2nIazzsr36qzHVD8vdtbzZmbi655gMpnQ0tKC7OxsjyI9Bn/D+d6K9Rb/HPPf1Zzu2SrobFwT2zYZoYJ9d6d18NZbb2Fubg433ngjzjnnnGX/qKE6odM0jcnJSQwPD6/LxCZQIXetVouOjg6kp6djfn5+VW/GgupcJG6JR2xqDERiIWZH5jA9OLvykJWTZiZ8Hg9mvRUSmRimkwVtLjE/+X18AQ8J2bEw680QSgQYVQxD27Lguhn3tQxBIBZALBUhOSsRcxPzsNsczjXwgNjEaMQkOtMrApEANGjMDCvW9Foxp16RSBSQkbXBYDViDgBpyTHY85V6PP9qCyZntSBPjrV1nloAgYAPkVCAnV8oRGy0FB98NoDJWW1A1rrSid9gsgL0yVQASBAEECkTQyTiw2Zz4O8vNaGxOiegznruIj8wMICUlBTk5uYueVx/WCzW7vjK3Xs7TfoK57tvGNgiomwMb7NxTaFiUwg6TdN48MEH8atf/QoOhwO33HLLin/QUBTFMUNN5ubm1jXBbfHjrhUmSpCfn4+MjAwsLCys6jXIr85BbGoM9CoDxDIRFKNKUIw3OA8nZ6V6gXaG26PjoyCOEMNqssLiNneboGnXvG4ejwfCzoNEJMW5N+5ETUO16xSm1+vBkxAw6o3giQGekEBidhwsBhvUUxoIpULEZ8S6bnjMDPbohKUe6ithtVrR0tKCiIgIv4QyHDBrjIyMRHl5ud9rPK0uDyUFKfjFo4dgttiRkhgFu4OC3U5CLBLAYLJga34yzj2jBAlxMjzz/KcwWezrtvJdTsyJk0ZB7jpF04DeaD05n4eAg9RjaEyJ0sI0n4/jr7Oeuz/5wsICdDodaJrGxMQEVCqVz3B+qIr1mP8yH3a7HQaDAampqa5CvVCb7XiDy6Gzi00h6BMTE/j73/+ODz74AKeddppffu7BLopzOBw4ceIELBYL6urqXPn99TzuetY7OTmJoaEhlJaWQsKXYnpwFnazY1WCLouW4n9uPhv/evBVDLSMgHSrkObzeeAJeXC4hXEJwunsxjt5stUotciIS4NOYwVfwAePz4Pd6lyDQCQATdEQy8RIzk7EGZd/Ead/bWku2PgNG56991/gUwLIoqUg7SQsOhuiEyNBUhRUswsQRQhBkTTMagsi42SIypVidHTUI/y6XOjcbDajpaUFsbGxKC0tZeXNgRHzqKgolJWVrXqNCbERKMpLxtDoPGKjT7XeURQFncGMGYUOhz7ohkQiQnV5BuQ9M9AbVrZVXivMNePtcjwpb7BYHTgxMLusoC/HYmc9wNlx0traiqSkJJSVlXn0NpvNZuh0OszOzromj7mPwQ3kIJLlBJkkSXR2diIyMhJJSUl+n/BDUazHxvA2J+gbnKysLHR2drresGsZoRooeDweSJJEa2srhEIhampqAlJEtdYNCE3TGBoawvT0NIoLS3D0uWZ0fNANm8kGk9WEvIpsfOnqM1FQkwuBcPnLgaIoVOwuxWdvtGK4Yxw8Pg/UyR5m0k6BJCjw+DzntDUCzsI6wlnkFpMQhYVZLaZHZhEVHwkenweCx4NYJgJFUkjJToLDQeIrt1+A3XtO89mT3Pg/NZgeUuDD5z/BwpQGABCfEovLf3QRxnom8eHzn8KkM4MgCCRnJeF/vncW4lNjodVqPW7MQqHQ44bM/JumaXR1dSEpKQnFxcWsO30Ap8Q8OjoaZWVla15jY1UOhkbnsaAxIjZGBtJBYXxmAVqdBZ+1jbp88BPjInD5BVXoHVSgs28aOkOQ3QAXwTw9giDQ1D6OS86pgDAAA10oioJcLgefz0d5eTn4fD4EAoFPbwF35zJvk8eCUaxH0zROnDgBmqZRUVHhNe2zUjg/mFa6bAr/M3CCvglgTsb+DmgJlqCbTCZQFIWoqChs3bo1YBfWWoriKIpCT08PtFotamtr8frj76Dpv22IjIuEUWuEYnwe090KdL7bi+LGAlx+18XIKPJ++qEoCg6HA6SdxFTPDIQi56VjNblFQ2i4Rpzy+DyncQ1NAyQN9ZwWDpsDDpsDJrXl1E2ax4M4QgyaplFUl4e5iXn86fvPIqMoDV+8qA7JWZ4GEDweD1/9/gU47dIGDLWPQiASoPSLRYiMi0D9+dU48/LtGJaPQSwTobix0OWC51oiTS+5MTMe0kaj0RXdWVhYQHt7u9fTWDhz6RaLBS0tLYiJiVmXmANAbXkm5hcMONI0jIlpNXg8AmaLHWKxAFtSYyAQ8OEgKUzPajE1q8VPbjsXz75wHC8eag/qpLbFnLrsabT3TOGSbz6DmrIM3Ll3N2Kj1xb5YtoQHQ4Hamtr/fqbruRcZrVaYTKZYLFYYDKZYDQalxTreSvS83Vd0TSN/v5+6PV61NfX+1xjoHrvmf+uRvDZKJ7+rIltm5BAsWkEnSGcJ/T5+Xl0d3cDQEDFHFh9zt/hcHjcsDQzOpw42ofY5BiYdGaopjXgC3nO9jOLHaNdE/i/X7yI25/eC7HMUwQZMScIAqSNAg3n6dugMfr8/ZSDgs3h7HkWR4hgMbn9TYhTN2lppBhf+d75AEHgyAuf4cTH/eDxCLS904mP/3McNz96HfIqspc8fkpOElJyllrlJmUmICnT98Qzb2FXwFks2Nraivz8fKSkpHiIvVqtxvT0tEdRla9hEWttmfIHi8WC5uZmxMXFobS0dN2/h8cj8OWdpWioysbEtAY6gwUvvSlHhEzk8oMX8HlISojA+LQa/cNz6OidCqmznDfsdhLH2sdw689ewJ8euAIRUtGqfp5x+zMajaivrw9I5wJBnBqD643livWYQ8DiYj2TyQSVSoWqqqp1RfmCaaXL3EMXbwzCCRujBqEipII+OjqK+++/H++99x5mZ2eRnp6OPXv24J577oFItLo3pTeYN5W/M9EDWRTH5KgLCgrQ19cXsMdlWE3I3Wq1Qi6XQyQSobq6GgKBAAuzGliMFsQmR2Ose/JkL7kQNA3QJI24lBgoRpXo+WzQY+a5u5gLhUKI4kVIzk7ERM+UX0YyNE3DYrSecnnjESB4BMRSEexWByiSRmbJFrzw8OswGywQivhw2EmIJCLMTy3gP7/7L+78y81BfYMuLCxALpcjPz/f1a4UERHh9bnY7XaPgiqTyeS6MTPjIL2dwpjPrXWTx+T14+PjUVJSEtDXIyE2AgmxERibWgBF0xAsOgkK+HyQJIXmzgnMqQwQ8HkhPaG7wzxtmgYU83r8+eCnuPW6M/x+PZhTr1qtDqmngD/Feu7XlUqlgkajgUgkQnNzMwiC8HmyD0exHkVR0Ov1MJvNEAgEHgY84S7WY2PUIFSEVNB7e3tBURSefPJJFBQUoKurC3v37oXRaMRDDz0UkN8hEon8nokeiBM6M6hDoVCgqqoKMpkMfX19Aa+g93cDYjQa0d7ejvj4eI8oQUxiFERSEYxaExw2B/gCHkA4T9ICAR+SCAl08wYYFk65tlEUhbnJeUz0TEMWKcXW+gKIpSLUnVOBY6+1+r94d9OYk61qfD4ftJCG3WLHm39+HzPDCtgt9pM97c43vkDIx1DbCFTTaiRuiff60Otlfn4eHR0d2Lp1q2valy/cT/eL/aMB76cwlUrl+jdFURCLxT5P90Kh0OtNz2w2o7m5GYmJiUHN66cmRSMuRga11oTUpFNhZbXOhJgoKQxGK0iSdhZA8niw2T372EPB4t/35gc9SIyLwFUX1/n18yMjI5idnWWVde/i62phYQEjIyOoqalBQkKC17nii2tCfI0ZDVaxntVqRUdHB3Jzc10pCH/D+cG20uUEPUScd955OO+881z/n5eXh76+PjzxxBMBE3RfA1oWE4iQu8PhQHd3t8sOVCqVunaqjJ9woPBnA6JWq9HZ2YmMjAzk5uZ6vEHS8lNQWJsH+QcnIBAIYDZZQPAIUA4KielxsNsd4Av5SMpyhqvtdjvefPo9fPTvYzDrzOAJ+EjaEo8r774UMcnRWOt7jyJpCIQ8UDQFq9k5u76vaRAmrbMvXSwVgcfngXQ4v64YVeKfD7yEs685AyVfKFzbL/WBQqFAV1cXysrKkJqauu7HW+kUtpIhCuM/vThfPzg4GJIiPbFIgHNOL8a/32jD5IwGUqkQZosdAj4PZ59WhJk5Hfg85oZMQyoWwmQJzFz5tUIQwKvvdGF7bR5yMpbf9I2Pj2NsbIx1Q3Xc0ev1kMvlKCkpQUKC87240lzx9RTryWQynxtJX5Akiba2NsTHx3vcZ1YTzg+mle5ygh6MVmU2EfYcular9TDPXy+hKopjdqh8Ph+1tbWukBdz0QX6wlmpKI6ZqV5YWLjEspL5+Utv/zIIAmh7pwsGrXPEYHRiJCSREsxPLqCksQAFNbkgSRJN/23D2389ArFUiJTcZJAOClODs3johj8iPi3WGRaXCWEz++fhvhiL0QqaoiGUCJGQHuc0mqEBu80BoVAAu9UOmqJB0jSaDrXjxNE+XHn3Jdh5xfbV/zIvTE9Po7e3FxUVFcuOrQ0U7jlWX4Yo7iFXs9mM2dlZaLValznR/Pz8sqf7QPDFmhxEykQ42jyMmTkdsrfEY0dtLqrLMjA8rsI7H/fD7iBhtth82g6EkgiZCHY7iebO8WUFfWZmBoODg6ipqWHNuNvFmM1mtLa2Iicnx+t72Bf+Fusx19XiYj33QSYrFesxXSB8Pn/FOo719t67/9xqivW4E3qYGBwcxOOPPx6w0zmw/Ex0d9Yj6AaDAXK5HHFxcSguLva6owx0wd1yIfeJiQkMDw+jrKxs2bGA0QlRuOYXl+Hsa8/AsTfa8Nl/m2Az2cHj8bD94jqc/62znN7eJIXjb7SDpmnEpsQCAHRqPfQLBtjMdhg0RqdFqNn5HAkesaJbHMED6JMvCePBTvCAmIRIOGwO59+DpJzFdKTd+VwJ59zzuJQYmLRmvPTof1F3TiUi45bmt1fDxMQEBgYGUFVVFdDN5Hrg8/mIiopyDREyGo1oaWlBZmYmCgsLYbPZPG7Ker3edQqz2+0+Q64ymQxisdjvGxxBEKgo2YKKkqXph/zsRFx5YTX+9XobSJKCxeYI6GuwFkiSArD89ccYKlVVVXlNlbABu92OtrY2JCcnIycnJ2CPu5ZiPZVK5arUdy/Wk8lkrmuwtLQUNpsNYrF4zVGjYFnpkiQJoVDocb9c/Ls2a9FcQAT9rrvuwoMPPrjs9/T09KC4uNj1/1NTUzjvvPNw2WWXYe/evYFYBoDVhdwdjtXfkFQqFbq6upCdnY3s7GyvoaNgmNZ4e0yapjE4OIjZ2Vm/negIgkB6QSou/d6XUbg7ExatDVtLixARKwNFUa5UgUahg1jmLFQk7SRmR5WgKRp8IQ8RUTKQNhJ2mwNw2037QiASgMfnwWY5+XdhTEQoYGFWC76Qd7IvnXD2tdMAj+98HUUSIUQSIQRCPtSzWvQ3D6HmSxWrfwFPMjo66spPsvXmzoh5amoqCgsLV7wp2+121w2YCeXrdDqYzWZXtEoikfg83a+myvtLpxWjsmQLOnqmMTg8Cq3WiM4hA+bVRlDrmOTC5znTMMylxCMIUH5EuQxGG6RSISq9bEAAZ8FjZ2cnysvLXSFstkGSJNrb2yGTyULufbBSmsjdaEehUECn0yEqKgq9vb2wWCxBK9YD1mala7FYoFQqkZeX57q/u/+8RqNBU1MTLrnkkjWvi80ERNDvvPNOXH/99ct+T15enuvf09PT2LVrF7Zv346nnnoqEEtwIRaLgxZyn5ycxODgIIqLi5fNuQbDVnbxY5IkiZ6eHuj1etTW1q4pJygUCSFNkyIiVgaSJEHTNEgHhe6jAxBJxTCOKhGbHAOjzgS71e5sW3NQICkKIqkIFOW8ARMEAZJ0gPY5x4OGzWzD4qlqAECRlDOMxuedyq0RAE66zMWnxp56Q540qVkLjMHO5OQk6urqlozTZQtGoxHNzc1IT09HQUGBXzd3JuTq7TlRFLUk5LrY/YwZVerrdL94DUnxkUiPJyFBBOrqzsTYtBa/eeIdKOb1cKyh+j0+VgazxQ6rlTp1eRAn3YRXeBvRcLoU5mYujbRotVrI5XJs3boVKSkpq15XKGBC2DRNY9u2baw6ORIEAbFYDLFYDIqioFKpUFNT44pquRfrMf333gycvG0mg1GsR1EUurq6EBcXh/T09CXpT7vdjhtvvBF8Ph8XX3wxq17rQBEQQU9KSvI7Dzk1NYVdu3ahtrYWBw4cCHiuw98T+mpO0e4nYX/CdsHocXdfr91uR2dnJyiKQm1t7Zpb/pjHZNrSPnz+Mxx84GXoF4ygKafQmvQmRMRGOgX5JOoZDQg+AYFQAIKmIYoQARAhKiYSkfEymPVWSCPF0KkMUCu0IO2ks12NIFzOcu7QNA2SJCGNkCI+NQZqhdOEJjk7ERExMtA0Da1Sh5jEaBTV5a/6edI0jb6+PszNzaG+vt5rSxobMBgMaGlpwZYtW5Cfnx+QG4775DFvLG6XYiqomRu0+wmMmUe+sLAAg8GA2tpaSCQSbM2T4Jc/+B/885UWtHaOY15jWtUa1RrTkjIMf077PIKARCwAaGBOZUBacgzGphZgd5BIjBWjQ96GvLy8FbsXwgVN0+jt7YXRaERdXR0rh/8Ap6YzFhcXe6So3Iv1vEU/1lqst1LXhy/6+vpAkuQSu2Ym9/7AAw9geHgYx44d25RiDoQ4hz41NYWdO3ciOzsbDz30EJRKpetrgagyBgJfFEeSJLq7u103MH9OwmtxdfP3MS0WC+RyOaRSKcrKytZ9E2AGPZw42oe/7nseNosNIokQFEXAZrFDv2CEUWte8nM0ScNO2hG3JRpX3X8pak+vQtvbXXj9T2/DZrbBbrUjJikaccnRGGwfc7rIkady7s5QPVyndh6PhzMua8Q3H74GI50T+OOtB6CZ08Kstzjf+JESfO0HFyIiZnWRCJqm0d3dDbVajfr6+nV76gcLg8GA5uZmZGZmIi8vL2Q3HKFQiJiYGA+THQbmBOYeyp+cnHQJ/SeffOKRX71kdxa2V6fgd3/5DNpV2MOu9Z1C0TTMVjuEAj7Gp9V45M/vY2Ja42wPFAL/s6sIO3cuNSViC6Ojo5ibm0NDQ0NAfDiCgc1mQ1tbGzIyMla9MVqpWG9xK956ivUmJyehUCjQ2Njo9Z740ksv4cknn8THH3/MmrqZYBBSQX/77bcxODiIwcFBZGRkeHwtUAIYyLY190r21ZhQBOOEzhR7MP3IRUVF64puMC5QCoUCRqMRB3/9BqwWm9MqlQYcFpvzTutm5+oNg8qMqi9UYKJnGi889BpoAHEpMaAoCupZDSJiZUjcEg+zwQKz3gKH3TmMhQBO+r0LQNopxKbE4Mq7L4VAKEBhTS5+/H/fxYf/+gyzw3NISI/D9kvqvDrGrfQcu7q6YDAYUFdXx5q+48Xo9XpXAVx+/uojEMHC/QTGpCwoisL27dshlUq9Ti6bm1NCKiFgtQIh6WijAZKi8cAfDsPuoCDg88DnAQ4HgZffGcTWwhzUlGeGYCGrY3p6GqOjowEZ3BQsGK/7qKgoFBQUBPSx3SM/3vDH04HZTAoEAiwsLCA7O9u12XRPFXV1deHb3/42Dhw4gG3btgX0ebCNkAr69ddfv2Kufb0EqsqdqWSPjY1FSUnJqsQzGEVxBoMBFosFeXl5XovxvKFT6dH2bhdUU2rEpcag+qxyxCbHuMLsWVlZSE5OhsViwcKUxnlYpmnYLDaQJOUygVn6BE/+lwZIB4kP//UpZoYUsFsdrj52PviIT42FYlSJrNItmBqYhTRKAoPaAJo6+bAE4LCR4PN5OP+m3YhPjQUAyN8/gdf/9DbGe6YgloqQkpOI1NzVzZEnSRIdHR2wWq2oq6tj7QmIEfPs7Ow1z+EOBcPDw5iamkJdXZ0rSuXNQjc2UYuPWtVwUDrQegvsJLWuYrmVEAj5sNtJkKSzJ93uIGEHIJUIYXOQeP3dE1jQmNA7pECETISGymyUFqaGNeSqUqnQ09ODqqoq1tZyMJEtiqJQXl4e8tfL32I9rVaLoaEhREdHu/L3FosF7777Ll566SWkpaVBoVCgoaEBBEGgrc2ZhvEWkdoMhL0PPdAwOb6VWK5wbWFhAV1dXcjMzEROTs6qL+ZAF8XNzs5ieHgYAoHA75aW8Z4pHLj7eSjHVSc/Q+OD5z7Gnl98DdnlGa5dLHNzTkxLgE6hd66dBHgED+ABNEV5tqUxhWkUAML5uZHeUShHF8ATEic3AgT0Kj0WZjSwWWwYlo+5QuV8oQA07aw+5fF5kMjEOPcbu/C1H14IAOj4oBt/uPUALEYrpJESGLUm/PfJdzHZO407/nKzXxsrh8MBuVwOkiQ9PALYhk6nQ0tLC3Jyclgt5iMjI5iYmEBdXd2K9QfpydEozEmEYl4HgiAQIRXBZLGBJAMv6mKxACKBU9ABZ06dCf1YrQ6IhAJ83DKMo83Dzq/zCPz3vW5cfE4Frr6kNiyirtPpIJfLUVpaytqqe8D5N1er1WhoaGBdbp+5dwkEAvT29iI1NdXDDpmiKBQWFqKurg5//etfYTQaERcX58qhazQa3H333fjVr34V5mcSeDadoItEonWF3KempjAwMLBiJftaHnu10DSNsbExjI2NIT8/H6Ojo37/3IsPv4G5sXmk5CSBL3D2eCtGlXjhoddxx1++BbHUszf5nOvPxNM/nITFaDnV/0nSIHgEEjPiT20MTobhnU+UgFgqRGJmHGxWO2YGFeBJtLAabNApDK5vE4gFsFpsiEmKxqXfPx96lcFpapMQhZovVbgmvNE0jdeeOAyL0YL4tDjXG9RqsqL7k370fDqAsh1bl33uTD8vn89HTU1NQAZvBANmGExubm5A+44DzdjYmCs07I8hC0EQuPx/aqA3WXGsbQxmq90ptDxnzhv02nPmi+ERNIzmU9E4kqLB4xHOkDvlzK+7Q1E0tAYLXnm7A7XbMlFSENrKd5PJ5DohpqWtbaZ7KJidncXY2Bjq6uogFotX/oEwwAzY4fF4S1r9eDwesrOz8ec//xmTk5M4duyYh5mTWq12OXpuNth5t1sHUqnUr5D74rC4+9zwyspKr25e/hKIojhmiIRSqURNTY3rc/4wM6TAZN804lJinJ7tcJ6qY08OYJkZnEN+ZY7Hz+y6agdGuybw4cFPYdAYQVM0CD6B5MxEJGcnwqg3waQ+VRzHEzgntaXnp+KC68+FZk6Hx7qfhsVgg1Vnd7Wz8cV8RMTJQNMUFmbVGJ8eQ/nZRa78mYVnxPT0tHNwCc3HeM8UJJESjzeo04PejNGuiWUF3WazobW1FWKx2OfsaDbAiDmTPmErjGFRTU3NqkLDCXERuPOm3ejoncLRphFMKTQQiwQwW2w40T/rbG1zm7i3FgjC6WOweN9MUfSKIX6t3oL/vCXHXblng88PjaMYU1yWmprK6r+5RqNBd3c3KioqWJsOAJwbzYWFBTQ2NnqN2r344ot45pln8Mknnyy5l6/n3s52Np2gr2V8qnslu3uOcK2s94TOrMdoNKK2thZSqRRGo9FvQbfbHE77QwHv5E3TWVHOF/BBU06jmMUIhALc9Nur8eWbduOTV5rx4fOfuEaeTvRPQRopRs1Z2zDaOQn9ggFCsQBZxVtw+V0Xg8fjgSCAy354Ed7520fo+WwABAhIIyVI3BLvMqixGR1IjExGTU2NR+W0RqNx/ttogp2ywWa0gyd0trnxeDznqY6mII3yXdRmsVjQ2tqKyMhIlJeXs9b6UaPRoK2tzWOyGxuZnJzEwMAAampq1pRv5PN5qC7LRHXZqYI0k9mGHz7wCmbndbBYHXA4yFWLOo8H1zQ4q9t1TKxyg3C0aQg/Nxlw/VeqEBkZERAjFF8wxjFRUVEoKipibcuU2WxGe3s7CgoKlnWcDDcqlQpDQ0M+IwidnZ245ZZb8Oyzz6KsrMzLI2xeNp2gr2Z8KkVRsNls6OjoAEEQ6+rpdmc9RXF2ux1yudy1HnePeH8fMy0vBfGpcZifVCExIx4gCBAEoFMZEJsUjYyt3n2iCYJAxtZ0XP6ji3DO9Ttx9D+foen9NkijxDhvz9moPLMMNosd4z1T4At4SEiPw/MPvAz5B92wW+0QS0WoP78KADDRN4WUrCRXAZ3TQAZIzkpEdHS011YWkiShvEKHN5/5AKSNBF/Eh81mg2HBBEmkCAaxGkeOHHH1qbqPJO3t7UV8fHxA5oQHC0bMCwoKkJnJvsprhunpafT396O6ujqgbnoyqQjnnlmMf73RDopydjrYVynqEVIxrvifGixoDfjPm52uz692YyAS8tHRN4/j8jHkbXFamrqb7CzuiWaMUFZ7bVEU5bq/lJWVsfbaZFJVqamprN5omkwmdHR0oKSkxOtGU6VS4corr8Ttt9+OSy+9NAwrDC+bTtBX4xTHtIFFR0ejpKQkYCHatRbFmc1myOVyREREoLS01GM9TBjf26SixYgkQpx745k4+OCrmB1VQiwTw262QSQV4dwbd0EWtXKbjDRGjITKKFzSeI5H+FosFaGwJhc0TeMP3z2Alrc7EBEjRXRCJMwGKz48+CmKGwshGhNBo9QhMk4G0kFBN69HQno86s6t8vk7+Xw+vvr9C6EYUeHE0V7YTM4caEJKHL7x4FUo3l7g0Sal0+kwNTUFk8lpZKJUKtHU1ORxE2b+LRKJwnozVavVaGtrQ1FR0ZKWTTYxOzuL3t7edaedfPE/u8shEQvx9pFezKuNEAn4sDlIKJQ6AIBjmeI5Ho9AaWEqzjm9GFd//9llfw+P8O0yx+cRiIqQQG+0Yl7Hx9e/0gjA0wiFucYY1zOz2ezV5tT9Wltcr8EYx5jNZtTX17M2BURRFDo7OyGRSFBUVBTu5fjE4XCgvb0d6enpXofXOBwOXH/99SgvL8fPf/5z1m6egsmmFHR/TugGgwF2ux1btmxZMmp0vawl5K7T6dDR0YHk5GSXf/fixwTgl6BTFIWqL5VDGiPF8dfboBhWIjk7EdsvqUf56cXL/izgdIZqbW1FfHy8z5a9qYFZnPi4F5FxMtcGISpeAJqmMdEzhQtu/hLef+4otEoD+HwCWaUZuO7+yxGdsHxhlTRSgu8/8030fjaIkc5xRMTKUHPWNkQnOvN5UqnUZQyh0+lchWWZmZlLTFAWFhZgMpl8jiZl/r0eC0p/WFhYQHt7O+vFXKFQ4MSJE6isrAxaBTaPR+Cc04tx1o4imMw2SMVCjE2p8as/vAWTxQ6N1rQkL874uhMEkJQQgTvufwF2u+/3F0EAIpEAFqv3WQ1xMVLXe4ikKFisdhz6oBtHm4ZhsthRWbIFF55djtzcUyfAxTan7jPJTSYTSJJ09UUzHwaDARqNBtXV1awtzmRcFK1WK+rr61mbqmIscsViMQoLl45RpmkaP/3pT11FcGzdPAUbdl5l68Cforjp6WkMDAyAIAgPj/lAsdqiOGbgCyNM3gTb37Gs7lau204rQdWZ5ataOyOS6enpXjcWDPOTKtjM9iWTzyQRYhi1JlTtKsPZ15yO8e4piGUi5GzL8rsAicfjoXR7EUq3+z4tMOFr9ypxsVjsNQzHmFS4i71SqXTZmwKew0sW/3c9NwdGzLdu3cpaC1LAGd3o6upCRUVFSPKnfB4PURHOmoi8rAScv7MUbx/tg9lsh3mRIw0zpCU2WoqWjnEoVYZlH5spyPSWVycIwGojIRQ6v6eyJB0PPfUe2runADhP9m9+0I0jTUO486ZdLlOa5WxOaZpecrpXqVTQarUQCoU4fvy4hwWvN9/8cAnQ+Pi4y62OrZsOwOmDYDAY0NDQ4HXT8e9//xsHDhzAp59+ytqhS6GAvX/BNbJcURxN0y6DjK1bt6K3tzcoa1jNCZ3JV/oz8AVYXtDdxVwoFK76JrGwsAC5XO5XK1VCejyEEiGsJiukbiF8q8kKsVSM+NRYRMZGLCvKa0WlUkEul6OwsNCvXPRyJhXuw0sYwddoNJienobZbHadvHyJ/XJ+08w6i4uLVzXfOtSoVCrXRLJQzIZfDEEQ+Mp5VcjPTsI7R/vQ1DEGs9UBh5105tp5BIrzk2G12qFS6xEZKYFGt3xajSRPTW6LiZLCZLG5ivAMJiukEiEKc5Px0bEhHGsfg0DIQ4REBIPJBpudhMlix08f+S92fqEAt1x7BqQS38VyBEF4mOwolUqMjo66BplQFOXheMZEj5h/M65n3qJHwUwXKZVKDA0NuQpv2crc3BzGxsZQX1/vtcZJLpfj1ltvxd///neUlpaGYYXsYdMJuq+QOzOdTKfToba2Fnw+3++c9Grxp4CNpmmMjo5iYmLCr3zlSnPWSZJ0+bKLRCKfoTOH3YGRzgk4bA5klWxxGb4oFAp0dXWhpKTEL/HJ2JqG0i8Woe3dTtC0s7XMYrDAYrBi9556V4g80CiVSnR2dgZMJN1PTt5OXowjlfvp3t1v2tsccplMBovFgt7eXpSUlLC655jZxJWUlIR1IhmPR6C6LAPVZRmYU+nxWesoJmc1kElFOL0+DwaDAb/+4zuIj43EgmbpbIHF2E5WwEvEAkRFiCCTCWE02WA220DTwM4vFELeM4XeBQNI0jlB0GJxuNYCGnCQFI40DUMmFeE715zu1/PQarXo7OxEaWmpKzXE4/EQERHh1ZRn8YhS5jpzTxcx0QFfJ/y1hMn1ej06OztRVlbGatc0g8GArq4ulJWVeW2jm5+fx9e//nXccccduPjii8OwQnax6QRdKpXCYrF4CLXNZkNnZydomnbZgDKiHwxBX6kojqIo9Pf3u8YR+mvYASydA9z9ST+OvdEK9awWWSXpOO0rjcgo8i50Ay3D+OcDL0MxqgRFUYhOiMKXb9qF/B1ZGBgYQEVFhd8nNIIgcP2vroRAxEfnR70wG3QQS0U44/Iv4rIfXOjXY6yW2dlZnDhxAuXl5SERH/fxkd7CeA6HY4nY63Q66PV62O3OsPHw8DBmZ2dZFWZlUKvVaG9vR3FxMas2HckJUbjoS6c8t/V6PdraWiCWiGGyOGAwea+REYucrydBEMjaEoeJaQ1iIiUAQYBPEIiOlIDPIyASCqCY18NgtEImFcHusIAAQJ58bxEAaIIAjyAg4PPw0bEh7LmkHtHLtE0Cp4xjCgoK/DalWukaW+xpzoTzJycnXZ7mq51YZrFYXOkqto6VBZxFiu3t7cjKyvK6Trvdjuuuuw4VFRX46U9/+rksglvMphP0xSd0o9GIjo4OREVFeVSyM7taiqICXgiyXMidJEl0dXXBYrG4xk/6g7cT+vvPfYxXf/8WbBYbBEIBhlpH0f7uCezdvwf5VTkeP69WaPDnu56DelaLuNQY8Pk8aOb1+OevX8L266tx0fXnr7qqOTohEt957AbMjsxBPatBUlYiErcEZ5LR1NQU+vr6UFlZyZoeWYFAgKioKI+Tg1KpREdHB8rLyxEdHb0kzMqIP0VRLutdX6H8YKLVal2FemxOBzAFmjUVReiZIPBp6wgcJMUM6XNBEIBAwEdiXARuvPwLqKvIwp2/fAmTM1pERIgg4PNgtTngcFDYUZuF4x3jkElF4PEI6PQWV54eYKrjaYjFQggEPNgcJNQ607KCbrVaXbUngWz7WsnT3Gq1elxjiyeWMREk5kMsFmNiYgIxMTGsbk9jKu8jIyO9DiyiaRr33nsvZmdn8fLLL4d9c8wWNqWgMzl0tVqNzs5ObNmyZclIypVC2OvBV8jdZrNBLpe7bElXc9N2FvmcKrbTzGnx5p/fB0AgNTfF+XxoGjMjc3jtj4fxvSf3ejzflsMdWJjVIiUrATw+DzQAaYwIc+N6qPuM62pRSs1NXvXwlNUwPj6OoaEhVFdXs9rlaW5uzpWLZk4UvsKsi2/Eer3eNSvabrd79EMvFnv3SVJrgSl8zM/PZ3XVPWMWlJ6ejry8PFx6rhQfn/Rlx0nbduZVIAgCuRkJ+OZV21Gc73zt79y7G4888z6mFFqQJAWRkI+Gymx89ctVaOoYB03TEIuEiI6SQKszn9og0DSEQj5kEhHMFhskYiES431H0Zh2qpiYGK8V2MGCIAhIJBJIJBKv7wsmguQ+nnR6etp16n/vvfc8ikEXR5HCOQNhcHAQFovFNVRlMQcPHsTf/vY3fPrpp6xOGYSaTSfoEokEVqsVR44cAUVRPk8g7if0QMPj8eBweLbMmEwmtLe3Izo6GqWlpWuKCjChfIqi0N88BIPagOSsJFdFLwgCMYlRGOuehGZOi7iUWNfPjndPwaQ1QjFGQywVgSfhAQSF6NgoqKc1a3qeBo0RTYfaMTc2j/i0WNR/uRqxyUsNY9YKTdMYGRnB+Pj4mh3LQgUj5tu2bUNy8vKbm5VuxIvHkrq76VksFo+8/2KxXymnqtfrXa1+bD6hMTa+CQkJrtGdJrMNEVIhzBY7+HweeDweBHweHCQFkqRw4dllyEyPA0lR4PN4yN4Sj0d+cik6+2ag0ZmQlR6H3MwEEASBotwkyHumIRELERsthUTkDMNTNCCWCCAVi2C22GFzkCjMTUJL5wQaKrMgEXuKHGMcIxAIWGccsziC1N/fD6FQiB07dkAgECyZR754U+mrPoTZVAarxW1mZgZTU1M+K+/b29tx22234bnnnkNJSUlQ1rBR2XSCLhKJkJubiyuuuAIfffSRz3Aic+INxQldq9Wio6MDaWlpyM/PX/ObniAIkCTprGTn80AQTstV94ejKfqUZepJmg614+OXjsOoNcNstAI0DYFYgOzSDGjVOqQVrH4IzWTfNP735megHJ93/l4Abzz5Dr7z2PUoqlv/TG+apjE4OIjp6WnU1tay2leaKSj0R8z9QSgUQigU+nTTW9xvr1KpMDExAbPZDJqmfbbgURSFtrY2ZGdns3ogjMPhcNn4uk/RomkakRES0LTTYY4gnNXsdjsJgYCPVw534u8vNSM6UoKzT9uKL59ZAj6fh6rSpe2Cey6tx5TiHajURtfn4uMikZQQgakZLSxWO2x2EnwegaGxeTx24EOkJkfhxzefjcy0ONd6enp6XCN62drDDTitfKenp1FfX+86eS83j9y9Dc+9PoTZVAJYcrp3v97W2gKn0+nQ09ODiooKr9EtpVKJr3/96/jhD3+ICy8MTq3ORmZTCbrVasVdd92FoaEhvP766yuGvwI1Fc3b4zKh8fn5eZw4cQJ5eXnrtvskCAJ2ux1SqRRb6/MRmxyDhRkNEjPinZsIkoJOZUDl7jLEJDnFwKA24uBvXgHBIyCOEMFmsYPHJ+CwkpjsnUFSZgLO+NoXVrUOmqbxt5/9G4pRpTMfL+CDIimoZ7U4cPfzuP+NH0MgXPulxThszc/P+zWyM5wwhXqrKShcD3w+f9mK6cXmJzqdzsP8hMfjQalUwmAwLBH9cLvpAad8z0Ui0ZI53AU5SUiIjYBYxIfJYofRZANBEBAInCMAlQsGSMRCzC8Y8dzLzdDpLbjq4lqvvyc3MwH333kBPvxsEKOTC4iLkeL0hnwU5SZDMa/Hr37/FiZnNIiJlrqiADMKHf7wtyP49Y8uBEEQGBoawsLCgodIshGVSoW+vj7U1NT4/V5ablPpbrLDfDAmO2az2WWhu1jsmWvNV8rIarWivb0deXl5Xutk7HY7rr32WlRXV+Pee+8N+7XKRjaNoKtUKlx66aUwGAywWq1+hWICPbfc/XEpisLU1BQGBwdRUlKy7pMbRTnnjM/OzsJmsyEyMhIX3nI2Xnz4v5gZmnPOLKdppOYm4aJbznX9XPen/dAqdU7hlfCgVxrgsJKgQIF0kPjKHResuld8ZkiBkc5xRMbKwBecLDLk8xCVEAnF2DwGW0dR3Fiw5ufZ3d0NjUaDuro6VvfHzszMoKenhzWFeu7WpEzLFOBM9zQ3NyM9PR2pqakeN2K2uOkBp8LXFEWhurp6ye9LiI3Al3eV4JXDXaBp56x1m43EgtYEmVSEhDhnnjtCBmj1Zvz3/RMwmKyQiAQozk9BVVkGRMJTxVNJ8ZH42snZA+6YzDbMqQyIjBBDcNIMScDnIUImwujkAkYnFyAkzJiYmEB9fb3fha3hwGAwuLzPA1V/4m6ysxiapuFwOFwbSm8pI+Y6db/OxGIxRkdHERsb63UaHU3T+MlPfgKlUolXX32V1dGQcLJpBN1isaCsrAw///nPkZqa6pf9a7BC7oDzjaRWq1FZWblu5yLGMCY3Nxc6nQ4zMzMwm82wRljxxW9UYlKugN3kQHpeCmrOrYAs0elnLxaL4Tg5ec1oMkIaKUFCcjxsFjtMOjN4PAKVZ67eiMFmsYEiafAEnpWlzNx1q2nlaXe+nmdnZydMJhPq6+tZO4sZOCXmoXJWWytmsxktLS1ISUlxTfparj3KXze9xeH89VYZ0zSN7u5uWCwW1NXV+Xy8s3dsRXpyDI7Lx6DVWxAhFeH9TwcQ7WZuRNM0LFY7dAYLPvxsABKxEEeahlBdloGbrvgiRKLlb3tGkw0kSYMv8RQNPp8H0uLAxNQsHCaF3y2n4cJms6G9vR2ZmZkh62RgTK1iYmK81rwsNtkxm81Qq9VQq9VwOBzQ6/VQq9WQSqUwm8145ZVXkJ+fD7Vajb/97W84duwYq2pprFYrGhsbIZfL0dbWhqqqqrCuZ9MI+pYtW/DEE0+4+n/9HdASaEGnKAoKhcLljbzecLG7YUxGRobHztR1Ez7f5HYjNuLEiROu4imzwwqKR8JqoCGOF2N+agFmvRlWkx055ZmIiFv9qNj0glTEJkdjYUYNUWqs6/NGjQkR0VLkblt9sRVJkpDL5bDb7QGbehcspqenXQNMguV5HggsFgtaWlqQmJi44thOf930GLHXarWujeV63PSAU37iGo1mxfA1QRAoK0pDWZGzb35mTouPW0bgcJCu07fJbIPB6DRkSUuORoRMDIvVjrYTk/isfQxnNPiu8VDM69HeMwkHSUKtMSEuVuY6pZstdkjEfOjV06ivXf9GPZgw76fo6GivbV/hwpvJzuTkJDQaDU477TTw+XzXdTY4OIipqSl8/PHHGBkZgdFoRE1NDXJzc5Gfn4/Kykrcf//9YXw2wI9+9COkp6dDLpeHdR0Mm0bQGfh8Pvh8/qpGqAYKh8OBzs5OWK1WREZGBkzMeTwehELhkjDTSjfh6elp9PX1oe7CSjS91I7xrimQDsplpjPWO4FfX/covnrPBYiKjlwyktQXIokIF3/3XPz95y9ANa2GSCKE3WoHj8/HeTftXrVLnMPhQFtbGwCgtraW1Z7STD98VVWVR1ibbVitVrS0tCA+Ph7FxcXryje6V9UvhvExd7fO9eWm503sJRIJhoaGMDc3t6aoTGpSNIrzU9DePQmBgA+RkA+DyQqSohAdKYFM6twYOqvTCXT0TPkU9M6+aTz+14+g1VtAkhSsNgcsCh2ioySu1FxlYSQqyosDUvwYLJhoB03TrKu8X4xarXbl95nrSyQSITY2Fmlpadi6dSvOOOMM/PjHP8YPfvADjI6OYnh4GMPDw34d2oLJoUOHcPjwYbz44os4dOhQWNfCwN475zqQSCQhP6FbrVbI5XJXlf3MzMy6Hs/hcLhMb7yJ+UooFAr09fWhrKwMu3btAqU/gA8PfgqxRABxhBgRsTKQDhKDx8Yw1DSKrOp0D9OTxZXSi8OrZ1z+RUTGReDtv32EqYEZZJdmYNdVp2H7JXWrWqfdbkdrayuEQiEqKytZbRAxOTmJ/v5+1ou5zWZDS0sLYmJiPKrEg4G7j/lq3PSYcCtDbGwsxsbGVu2mRxAEbry8EY/+xYyxyQXQNGCxOiAU8JBzslj01Pc6p6t5w+EgceBfx6DTW5AYJwMgg1ZvgUpjgtFkQ25mPIoyRTj3zBJWz7IHnO6EGo0GDQ0NrH4/WSwWdHR0oKioyGf75rXXXou6ujrcc8894PF4KCkpYUWrmkKhwN69e/Hyyy97rSUIF2EV9GDkH5gbzEoT14DAFcUZjUbI5XLExsaiuLgYKpVqXRsFRsz5fD4EAsGqxXx8fByDg4OoqqpyhYTnpxYQFReB2BTP/JPFYIV6WI+LbqgCcMr0ZHF4dfGYSJlMBlm6DJffd4HHiWs14sG4a8lkMmzbto3VhS4TExMYGBhgvbkNI+aRkZEoLS0N++nMm5seA7NBys/PB4/H89tNj/k3E5pPTojCfd8/H+09U5ibN0C5YMBHx4c82jltdud7qtyHLfLQ+DwU83pER52qwI6NlkIiFsBsseOs+ngU5qagKITGMWthZmYG4+PjrK9BYboZkpKSvJob0TSNu+++GwsLC3j99ddZdW+gaRrXX389br75ZtTV1WF0dDTcS3IRVkEPVv7B3S1uOQJRFKfRaNDR0eHhRrfa8akMFEWBJEnQNL0mMWd6t6emplBbW+tZPOJzPZ6fdzc98fb4i8OrBoNhicOZr5O9ey7VbDajtbUVMTExazbaCRUTExMYHBxETU0Nq/OmTLRDJpOhvLyc1a/p3NzcstEOb256i681gUDgcX2lxUuRn5EGvkAInd6Mjt5pAE7TJYqiUZyfii/W5Hhdj8MtFeUOwePBZreDzxeyYoO0HBqNBt3d3aisrGR1sR6TEuDxeD7TQf/3f/+Hf/7zn/jss8+8ts4Fg7vuugsPPvjgst/T09ODw4cPQ6/XY9++fSFZ12oIm6AHM//gr6CvN+Q+NzeHnp4eFBQUeMy6XsvjMpXsgPNUs9q+Voqi0NPT4+qLXZy/rzmnAiNdE3DYHa4ecYvJCj6fj7LTiv36HSuFVxmxZ27A7icu91yqSCSCRqNBdHQ00tPTYbPZ1m1nGizcbWfZLOZMHYJYLGZ9tIMZ17pt2zafqQt/3fTcrzX31qjCNEDMi8akwgIen4+SgmR8sSYXNGUHRS3dKOdlJSI2WgqNzoy4GKlrU67WGBAlE+DsXd7ncLMFxomyqKiI1V0XADA2Nga1Wo3Gxkavr2lLSwvuuOMOHDx4EEVFgR+/7Is777wT119//bLfk5eXh/feew+ffvrpkghIXV0drr76ajz77LNBXOXyhEXQg5l/YKYXBVvQJyYmMDw8jLKysiVvoNWe/N3nmPP5/FWLOUmSHu1e3k7XZ119Otre6cRIx/ipdfII1H+5GtVnla/q9/liuXYVJpeqUqkwPDwMqVQKmqY9KvJ9newlEklYxH5sbAzDw8Ost51lxFwgEKCiooLVwqPRaFzjWtdTWLZaNz2z2YzJ8RH095p8uuldeFYx/vmaHPNqE4QCHiwWG/h84NqvfhEyKXt7zZmpZKmpqazP78/Pz2N4eBi1tbVeUwIKhQJXXXUV9u3bh/PPPz+ka0tKSvLLHOqxxx7DL3/5S9f/T09P49xzz8XBgwfR2NgYzCWuSMgFPRT5h2AKOk3TGBoawszMDKqqqrze6FeTm3cXc6FQuOoiFrvdDrlcDoqilm35iYyLwA+fvQVHXzyGzo96IJQIUfulCjReWAu+wDkbvvezAbS+3QmH3YHS7VtRfXb5uhzf3BEIBKAoCqOjo8jJyUFubq5LpN1HRDKnrbm5OY8eaG9Cv5550CsxOjqKkZER1os5k4skCIL1RYUGg8E1XjSYfdEruektrhFh3PQkMGNndTR6x4zQ6O1IS5BiZ2MetuZEQaPRsMZNzx3GjEcqlWLr1q3hXs6ymEwmdHZ2ori42Ot7ymaz4dprr0VjYyP27dvHqtfZncUzEJj0BhuGHQVM0NmUfwiWoDMuZnq9HrW1tT6jC/4+7nrFnCkqE4vFqK6uXvHnI2JkOPfGXTj3xl0en6dpGv+470W88+xHcNidYf93/vYRKnaW4rY/7YVYuv6ecGb2dl5e3hInqJXa75jTFnMTZuZBm0wmAPDpXb7WmeMjIyMYGxtDbW1tyPJ3a4HpNaZpGjU1NawWc5PJhJaWFmRlZYV1KMxKNSI77HZMTU1heHgYaWlpoGkaU1NTTiMnq9XlpuerBS+U0RHGItlms6G+vp61AgicmkiXnp7udTNH0zT27dsHjUaD//73v6yOMrGZgAk6m/IPqymK8/ckbbfb0dnZCZIkVzQ+8edx3Q1jRCLRqi9gk8mE1tZWxMbGrruorOtIL9559kPw+DzExESBIAjYLHbI3+/Ge/84gi/vPWvNjw04w2xMe8pqd7Ar2Uy6e5czedTp6WmYTCaPKmlv4Xxv/e7Dw8MYHx9n/UAY5mTmcDhYL+bMGNTU1FTk5eWFezk+IQgCRqMRIyMj2LZtG8x2AaYVWkRExaGyMhl8PuERwjebzSF101vM+Pg4lEolGhsbWe3dQNM0urq6IBaLfc7X+Pvf/46DBw/i2LFjrH7feSMnJycoFuJrIWBXAZvyD2KxOKB96BaLBXK5HBKJxK+w5kqPu5JhzEowIzBTU1NXdADzh5bDHXDYScTGngpRiiRCmA0WfPpay7oEnZlEVlZWhtTU1U91Ww5f3uWA8yZis9k8TvZ6vR4KhcI1QGKxu5ler8fCwgKqqqpYfVNhLHKtVivrjXjsdjva2toQFxcXkGs1mBgMBrS3tyM7Jw+vfTCM9hOTsFjt4PF4SE+JwXVfbUBORnxA3PQWi/1KbnqLmZubw9DQEGpra1ntJQ84N8kGg8FnEVxTUxPuvPNOvPDCCyGdJ78ZCfmdIBT5B7FYHDCnOIPBALlcjoSEBBQVFfklvssVxa1XzBcWFiCXy5GTk4OcnJyA3CBtZpvXHSbBI2A1rs2XHThlkRqqSWTuMMWRYrF4SZW0e/ud2WyG0WiEQqGA0WgEn89Hc3OzqyXK28k+nHlU5rRjMplQW1vL6ilfTLGeVCoNusHNerFYLGhra0NWVhZODOnxWesIYqOlSIiTwe6gMDmjxl9fOIZ93/kSxF684P1103M/4atUKr/d9NxfO51O59oks7m+A3BuPMbGxtDQ0OD1Wp2dncXVV1+Ne++9F+edd14YVri5YO/Wfh1IJBK/c+gkSfr8ulqtRmdnJzIzM1clnoxIL+5rXa9hzNzcHLq6urB161aPNrn1UtxYgI/+/RnsNgeEJ29WFEmBIilUrGF4C3DKiIWNfufu7XcxMTEYGhqCzWbDF77wBURGRrpaotxvwGq12iOP6i1nv9xoyEDAdAUYDAbU1dWx2u+eoijI5XLw+XzWt9ExUYT4+HhkZGbjmRcOQSIRIjLCmRYUCflISYzCzJwO3QOzqC5b3cFjvW567pEokUiEubk5JCcnIyIiAiRJsjbdYjAYXBsPb1ENm82Ga665Bjt27MCPfvQjVm/4NgphF/Rg5B9WUxTHDHNZjEKhQE9PD4qKilZdkcvcvBjxXq9hDHDKQ7y8vDzgPtKNF9bi/X9+jP7mYfB4PBA8AqSdRFJmPM65ceeqH8+9QpzNvduMEc/09LTH3PWVWqLcc/bMzZfJozInNW8n+/UUTdE0jZ6eHmi12g0h5p2dnXA4HKitrWWt4ACnNh4SiQQlJSUwmm0wW+1LTuECAQ8URcO4xkmCy7Gcm557USiT3xcKhdDpdDh27Jjfbnqhhmmly87ORkpKypKv0zSNH/3oR9Dr9fjzn//M6g3fRiLsgh4M1lMUR9M0JiYmXIUxazldMjtNmqbXbRhD0zRGR0cxOjoaNA9xsVSEH/z1O3jzz+/js9ea4bCRqDqrDOfvPRtJGf4/f6alb3JykvUV4jRNY2BgALOzsx5ivhIrVeR7G0Hq7lvufrNdfBP2dVNjqpkXFhZQV1fHaktPZuNhNBpRV1fH6vw+k74gSdI1fz1CKkZyQiTGp9WIijj1OpssdohFfKQlhzbE7e7PMDk5icjISNTU1LhaY1frpud+/QUrmsQUbEZGRvosgvzb3/6GF154AcePH2e1q91Gg73vtnWwmpC7e66bucnPzc2hurp6zYLE3JgdDofzxLtGwxiaptHf3+8SnWAWakXEyPDVOy7AV++4YE0/z6xVoVCgrq6O1W9S97XW1taueyoeg7fRkAzMScubi95yA3EkEgmmp6cxPz+Puro6VhdAMa8r41bI5igCAAwMDECn03kMMeHxCJy9Yyv+9p8mzMzpEBUphs1GwmiyoW5bJvKywpM+GhgYgNFoREPDKce61brpmc1mDzc997x/IP0dBgcHYbVa0dDQ4HXDcPz4cfzgBz/Af/7zHxQUFKzpd3B4Z1MK+mqGszCCTpIkuru7YTQaUVtb67W4xV+Yi9hut0Mikaypx5yiKJw4cQJarRb19fWsmuizGOZUplKpUFdXx/q19vX1QalUhnSt7u13i6M+7mYnzI2XqZA2Go2gaRoikQhdXV1eT/ZsKYwbGRnB7OysT7dCNjE2Nobp6Wk0NDQs2XjUVzoLdw8f6cX8ggFikQCn1+fj/F3h8XKfnJx0rXU1f+vlUkfeokmMv4O3DeZi0fcVeZmZmcHU1BQaGhq8fg9TBPezn/0M55xzjv8vAodfbEpBl0gk0Ov1K34fI+h2ux0dHR0ug471niyYYrjp6WnExsYiMjJyVTdexjCEMYxgc4iV2XjodDrW38gXi/l6Nm2BxP2k5Z5SYdIXFRUVIAjCJfi+BuJ4K9RbbTvUWpmYmMDY2BjrN3SAU1SYli9vayUIAg1V2aityIROb4FUIjw5Tz30qFQq17zwQL6uy0WTvLnpLW75dB/CxFxrTGqosrLS6+NarVZcffXVOOOMM/CDH/yAK4ILAptW0FdTFNfS0gKZTIaysrJ1F/AwbWl5eXkwGo0uR7PFN173D3exZypueTwe69uSGA95s9nM+hArc7NhQtdsEXNfjIyMYGJiwiN9sdxAHPebr7eBON5a8ALVfjczM4OBgQHU1NSwun8fcLZ9njhxApWVlSu2fPF5PMTFhG9zYjAY0NHRgZKSkpCO7F3OTQ9Yes0xLXg6nQ4AXFa0UqkUvb29GB8fR0FBAQ4dOgSj0Yinn3467EVwo6OjuP/++/Hee+9hdnYW6enp2LNnD+655x5W38dWYlMKur8hd4vFAoPBgPT09ICYXri7v+Xk5HhctO5vAuZjfn7eQ+wlEgnMZjPEYjFycnJgMpnCWqm6HA6HA3K5HCRJoq6ujpVrZGBSAkxRGdvFfGxszGU9u1Itgj8DcdxvvhqNBiaTCVar1SMNsPhk7+9AHKVSie7ublRVVbG6owFwGjLJ5XIUFxezfiKZzWZDe3s7MjMzg+p7vxYWX3MURaGlpQWpqakoKSnxGIyjVCrx5ptvYnx8HLOzs+DxeKisrER+fj7y8/Oxe/duXHbZZSF/Dr29vaAoCk8++SQKCgrQ1dWFvXv3wmg04qGHHgr5egLFphR0f07oKpUKY2NjEAqFARVzX4Yxy9147XY7VCoVent7IZVKERERseLJPpxtKUwUgc/no6amhvWVzN3d3VCr1awvKgOcdp7MNKr1nnaXa4dyb79j/ssMxGF6n3312jPtdwsLC+js7ER5eTnrvAYWYzab0dbWhuzs7IB6OAQDZuBOdHQ08vPzw72cFent7QVJkigtLV3SBXLrrbeivr4eF154IQ4dOoStW7diaGjI9aFSqcKy5vPOO8/DyCYvLw99fX144oknOEFnGysJ+szMDPr6+rBlyxYsLCysW8zXaxhjMpnQ29uLjIwM5Ofne6zHn5N9KMXeZrO5BsJUVFSwuseYMWJherfZLuaTk5Ou2evBbvnzp/1usavZxMSEq/1OJBLBZrMhNjYWFosFc3Nz6xqIE0yYDWhiYiJyc3PDvZxlYTagAFBWVsb6PPPExATm5ubQ2Njo9e8+MzODq6++Gr/4xS9wzjnnuKKXZ521vvkQwUCr1QalLTiUbEpB9xVyp2kaY2NjGB8fR0VFBQDn4JC1EgjDGJVKBblcjoKCAq9TqFY62a9G7N1PWWsRe2bIRmRkJMrLy8OeB1sORsx1Oh3re7cBp01uf38/qqurwx66XqlgirEfTkpKglQqXTIQRyKR+DTXCXU0hzntymQyFBcXs14gh4eHodFoPFrp2IparUZ/fz9qamq8prGYIrhdu3bhjjvuYPVrPzg4iMcff3xDn86BTSro3k7oFEVhYGAASqUSNTU1iIyMhEajWfU8dPfHczeM4fP5qxa42dlZnDhxAqWlpUhLS1v1GkIp9mazGS0tLYiLi0NpaXjad/yFqbxnxtyyXcxnZmbQ29uLqqqqkBY/rQWLxYITJ04gKytrSQ+xu9GJvwNx1rvJXA7GOIamadbbzwLO62B8fJz1nS2A8zpgJih6u2Zpmsadd94Jq9Ua0iI4f8d4FxcXu/5/amoK5513Hi677DLs3bs32EsMKp8LQSdJEidOnIDZbPYIvTJuS6vFfY75WgxjAGeudHBwEJWVlUEp0Amk2PN4PIyOjiI5OZn1QzYoikJXV5fLqYztFasKhQLd3d2orKxkfbjParWitbUVSUlJXnO7yxmdeBtQ4u268yb0a2m/Y1oUDQYD6uvrN8Rpl7kO2GzKBJyKeiQlJfkcqPXnP/8Zr732Go4fPx4w4yZ/8HeMN8P09DR27dqF7du346mnngry6oLPphR092lrNpsNHR0d4PF4qKmp8RBff8enuuMu5gKBYNUhxMX2qOGYluSv2DMGJyqVCgRBYGpqypUr9XXTDSeMhzgziYztYs4M26moqGB91bXdbkdrayuio6PXFLpeaUDJagfiuP/bm4Xp2NgYFAqFV+MYtmEymSCXy1FUVMT664DJ8fP5fJ/XwSeffIJ9+/bh1VdfDXnNgr9jvAHnyXzXrl2ora3FgQMHWB/B8YdNKejMCZ15o0RFRaG0tHTJH2y5MafecBfztbi/Me1TTC80G3fi7mKv0WgwNjaG/Px85Obmeu15VqlUXk/2oRZ7RszNZvOGEPP5+Xl0dnZi27ZtIR8tu1qYE5lEIglaodZKA3EWn+xnZ2d9DsSx2+1QKBSoqKhgfeiaGWKSlpaGzMzMcC9nRcbGxqBWq33ONp+ensaePXtw//33Y/fu3WFYoX9MTU1h586dyM7OxkMPPQSlUun6WmpqahhXtj42paCLxWJERETg3HPPxR//+EefN6HVnNDde8xFItGqd3OM4BiNRtTX17O+F3phYQHt7e0oLCx03WhWc7IPpdgzwyAsFgvrzXgAZyFkR0cHysrKAj45L9Aw08gAoKKiIiynGD6fv+w0MveT/cLCApRKJUQikWvdaxmIEwqY61YqlaKoqChs6/CX+fl5V0ult42SxWLBVVddhS996Uu4/fbbWZ2ae/vttzE4OIjBwcElaYNAT/8MJZtS0Jubm9HX14fbb78d27Zt8/l97mNOl3tjr1fMGRMWh8OxIfK6SqUSnZ2dKC4u9tvUwh+xdz9hBUrsSZJER0cHbDbbhhBztVrtMjdh+0mAKSpjXls25qHdK/J1Oh2GhoZQVlaG9PT0NQ/ECUX7HeNcaLfbUVdXx2rxA5xpAeae4O09zhTBkSSJp556ivXh6+uvv37FXPtGZNMJ+jPPPIN7770XAoEA99xzz7Lfy1x0y+3IVjKMWQmmb1skEqG2tpbVJizAqcr78vJyr3OM10KwxJ7H40Eul8Nuty+pj2AjGo0GbW1tKCoqYp3712KY9JBer0d9fT3rX1vGOCYnJ8f12q51II7ZbAZJkhCLxT5tc9f7Ph4bG4NSqURjYyPr7wkOhwPt7e1IT0/3ed0+88wzeOONN3D8+HHWRx83M+y+klbJ+++/jx/+8Id46qmn/Go/cD+he9uNM4YxaxVzptUrJiYGZWVlrN+1Tk1Noa+vL2iV995YSezdhX6x2BMEAR6Ph8TERIyPj7OqQG8xWq0WbW1tKCws9FkZzCYGBwehUqlY79EPnNo0p6SkICcnx6+f8TUQB3CKvc1m87j2mIE4JpPJYziJt0K9lSry5+bmMDw8vCHMjpgojVgsRmFhodfv+fjjj3H33Xfj9ddf9/v15wgOm0rQd+7cic7OTthsNlitVtfUM18wX1ucR6coyvWxVsMYvV7vusls3bqV9SE1po2uqqqKNe1TvgqlSJJEW1sb7HY7srKyXCctthToLYa5FvLy8jZE4dPo6CimpqZYPz0POFWwFxkZGbD3GUEQEIvFEIvFfg/EUalUMJvNKw7EsVgs6OrqQnl5edDdAAPB8PAwDAaDzyK4qakp7NmzBw888AB27doVhhVyuLOpBJ0gCGRkZGB6ehqAc+e+3A3J/YTOEAjDGLVajfb2dmRnZyM3N5f1Yj4yMoLR0dGwtdGtBkbMaZpGfX2913DlSif7UIq9wWBAS0sLcnJykJ2dHdDHDgaTk5MYGRlBbW1tSPuH1wJN0+js7ARBECgvLw/Z+2w9A3EAp5PlzMwMNBqNx3Xo70CcUKFQKDA2NuZzDjtTBHfeeefh1ltvDcMKORazqQSdgRFxs9m84gnDvdI9EIYxTEFZUVER60OrNE1jcHAQ09PTqKurY/3oSyaXBwDV1dU+c4/LtUD5K/aLhX4tYm80GtHS0oLMzEzWe4gDzvoJxn6W7adHpqjMZDKxyjjG10Ach8OBpqYmyGQypKamuiaSMS563gbiLJ5+F8qUncFgcNXS+PL7v/322wEAf/rTn1ifTvy8sCkFnWmpYMxlloNxi1uvYQzg7MHs6ekJaEFZsGCctObm5lBXV8f605jD4UBbWxsIgkB1dfWab+ChEnuTyYSWlhakp6d7OFOxlfn5eZw4cQIVFRWst58FnGkBpVK5IQr2mEiCSCTyaUG7eCCOu4seMxDHW0U+05IXyA0N0xufnZ3ts63yqaeewptvvommpiauCI5FhFXQ33jjDdx3333o6OiARCLBmWeeiZdffnndj8ucyv2Zic7j8eBwONZlGAM4bzAjIyOorq5mTQ7aFxRFobu7GxqNZkP0xDscDrS2toLP56Oqqipop7H1ir37lLvZ2VkkJCQgOzubVWFUb2g0GldfPNtNbgDnxnl0dHRDzLYHgP7+fpjNZtTX1/s8ya40EMd9xjjjoudrIM7iXvvVHE6Y3vjIyEifG9EjR47g3nvvxRtvvLEh0kifJ8Im6C+++CL27t2LBx54ALt374bD4UBXV1dAHpvpF/dH0AmCcFVMr9X9bWBgADMzM6itrWV9qHKxwc1GcNJqa2uDQCBAZWVl2EKr/oq9TqfD5OQk+Hw+VCoVPvzwQw+xX28YP9Do9XpX9T3b++IBZyShp6cH1dXVrE8RAc7xojMzMz7z0P5AEITrJL6YxQNxmGtwdnbW50Cc5UYsDwwMwGq1oqGhwetGdGJiAtdccw1+85vfYOfOnWt6PhzBg6DDYIvjcDiQk5ODX/ziF/jGN74R8MenKAqxsbF46623UF5e7vP7SJJEU1MTACA6OnrVN1v3k25NTQ1kMllAn0egIUkScrkcNpsNNTU1rG9HYvzDhUJhWMXcX6xWK5qbmxEXF+caYuPtZM+ctGw2W1jF3mg0orm5GVlZWRsix6/VatHS0oLS0tINs/mQy+WoqakJSxrD10Ac5t+LI0skSUKlUqGsrAzx8fFL2u/MZjPOOeccVFRU4M9//nNY8uZ/+MMfsH//fszOzqKyshKPP/44GhoaQr4OthKWE3prayumpqbA4/FQXV2N2dlZVFVVYf/+/csKsL8wbScWi8Xn9zCGMWVlZR65q8Vh1IiICK83WwAuu9GNcNJlCspomt4QjmqMmItEIlRWVrK+6MZms7k8B9wn0q0ljO/e/uTt2guE2DOz7dPS0jZE77DJZEJ7ezvy8/M3hJgbDAZ0dnaitLQ0bDUJqxmIs7CwAIVCAZlMhr6+PthsNvD5fHR2duKdd95BdnY2JiYmYDQa8ZOf/CT0TwbAwYMHcccdd+BPf/oTGhsb8eijj+Lcc89FX18f6y2UQ0VYBH14eBgA8POf/xyPPPIIcnJy8PDDD2Pnzp3o7+8PSA56uZC7u2FMdHT0ir2mjLGE+1xnphI+KSkJMzMzSxzM2AQjjgKBYF0FZaGCMQqRSCRh8w9fDYyYR0VFrWp4yWrFnrEtXa/YM69vQkICCgsLWZ/jZ9abmpq6IXK2VqsVbW1tyMrKQlpaWriX4xPm+hOLxejv70dBQYFrc8cMxBGLxVCpVGhpafEwmBGLxcjPz0d1dTX+/ve/h2S9jzzyCPbu3YsbbrgBgLO6/o033sBf/vIX3HXXXSFZA9sJqKD7O1yeaRO755578NWvfhUAcODAAWRkZODf//43vvWtb617Le4jVBlWYxjjq9eUOdkIhUJX+wljGeleoOLtZB/q1hPg1AxrqVS6ocRRJpP5rAhmE8xmSSaTBXQS2XJi73A4loTw/RF7ZhhJa2srIiMjWT/bHjjlOxAdHb0hBpgwaa3Y2NgN0d3AFMHFxcV5bJaYgTg7duwASZJ44okn8N///hdnnnkmLBYLRkdHMTg4CI1GE5J1MveFffv2uT7H4/Fw9tln49NPPw3JGjYCARV0f4fLz8zMAABKS0tdnxeLxcjLy8P4+Pi618HYOrqH3N0NY9bq/mY0GtHa2or4+HiUlJQs+fnF/tDMjXZychImkwkAfOZLg2EqYbFY0NLSgujo6A1hPbvRxJypvheLxSFdr0AgQHR09JrEHoBrtvjw8LCH2LOtpoIRGz6fH1LjmLVC0zROnDgBwHlvY/t6AaC3txckSfpc7/j4OK655ho8+OCDOPPMMwE4u4iKi4tRXFwcsnXOz8+DJMkl7cApKSno7e0N2TrYTkAF3d/h8sz4vb6+Ppx22mkAnCed0dHRgIXURCKR6wYWCMMYxot7y5YtKCgo8Hrxr+QPzbSeGI1GmEwmKJVK10xnppJVJpMhIiLC498ikWjVNwemDzohIWFDnMSsVitaWloQGRmJ8vLyDSPmTMEeW9brS+wpikJ7ezusViuys7NdU8hWOtkz12GoxZ4xjrFYLKirq2PN67scQ0ND0Gq1aGxsZH1aC3BWrCuVSjQ0NHhdr8lkwlVXXYWLLroIt9xySxhWyLFawpJDj46Oxs0334yf/exnyMzMRHZ2Nvbv3w8AuOyyywLyOyQSCaxWa0AMY1QqFeRyOfLy8tZcQOTeerJ48pP7TGfmQ6FQuMSeOVH5ypcuFmvGbjQtLW1D5EgZMWdy0Gy/eTP+4Xw+n1Vi7guaptHd3Q2r1Yq6ujqvG9rFJ/vViP1Kw0jWwvDwsGs4DNsLOAFnb/zExMSGGGYDOO2p+/v7UVNT47UdjqIo3HbbbRCJRPjDH/4Q9ntIYmIi+Hw+FAqFx+cVCsWGKJIMFWHrQ9+/fz8EAgGuueYamM1mNDY24r333gtYRahYLPYoYFurYYxCoUBXVxdKSkqCNvJyOVMJkiRdYs+c7NVqtc8bLUEQGBsbQ0ZGhs9IAptgxDw6OhqlpaWsF0dGzGma3hAFhowjIGMi5EscVxPGD7bYT05OYnx8fEMMhwGc4tjT04OqqiqvNqlsw2w2Qy6Xo6ioyOv9lqZp/PGPf8T777+P48ePs+JvwIyffvfdd3HJJZcAcG463n33XXz3u98N7+JYRFj60EPB7t27ccEFF+CGG25Ys5hPTExgYGAA27ZtY6WD1uIbrUajgUqlcvnTM4YS3j7YIERMjp8ZL8v2zQdFUR7z19k+xxpwhoGZyWnBcFVzvwYXR5m8ib17DYk3sWdmIVRXV28IC1qTyYTjx4+joKCA9bMbgFPeG8wG2hsffvghvva1r+HNN9/E6aefHuIV+ubgwYO47rrr8OSTT6KhoQGPPvoo/vWvf6G3t5f1VtuhYtMKempqKtRqNUpKSlBQUICCggLk5+ejsLAQhYWFiI2N9SkgFEVhcHAQU1NTqK6u9trWxjaYtAAzFGZx2x1zumeiFmKx2KfYh+KUbLFYXCYsG6GAiCnQslgsG6KPHwDGxsYwMjKCurq6sJwcVyv2NE1jbGwMxcXFSE9PZ/01Ybfbcfz4cSQmJmLr1q3hXs6KMLPNmWvY2/t8dHQUZ5xxBu677z585zvfCcMql+f3v/+9y1imqqoKjz32GBobG8O9LNawaQWd8Xtm5nz39/djYGAAg4ODmJ+fR0JCgofQFxQUoLCwENnZ2fje974Hu92OJ598ckOE0Obm5lwmFiv1vdI0DZvNtqQSmvkIRdud2WxGS0uLq1uA7TduiqLQ1dUFo9HoMwfNNqamptDX18fakbiM2Ltb5iqVSvB4PJAk6SH23kbchvuaoSjK5e1QWVkZ9vX4A3M/bGxs9GqEZTKZcPbZZ6O+vh5PPfXUhnhOHJ5sWkH3BU3TWFhYQF9fn0vkmY/BwUHYbDbExMRg27ZtyMnJcYl+QUEBcnNzWXEzcWdmZgbd3d3Ytm3but2SvLXduX8A62+7M5vNaG5uRmJiIoqLi1n1WnqDOdXo9XrU1dVtiIKnubk5dHV1oaqqivWDggBnHUVTUxNSUlJQWFi4ROyXO9mHQ+yZIkPmmtgIqZf5+Xl0dHT43OBRFIWbbroJ4+PjeP/991nvfMnhnc+doPtCp9PhK1/5Cubn5/HTn/4U8/Pz6Ovrcwn98PAwHA4HsrOzl4TwmfwZj8cLqUBNTk6iv78flZWVSyrnAw1FUa62O2++5Dweb8W2O0bMk5KSsHXr1g0h5oxXf11d3Ya4yalUKrS3twdkgxcKHA4HmpubERER4VevORvEnjnpNjQ0sKJgbCVMJhOOHTuG4uJirxE8mqbx+OOP47HHHkNzc3PQin85gg8n6Ce5/fbbceLECfznP/9ZMsWJpmk4HA6Mj4+jv7/f9TEwMIChoSGMjo5CJBIhLy8P+fn5HkJfWFiIpKQkEAQRUAFjxrVWVVWFvXjIW9sd88G03UkkEpjNZkRGRiIjI8MV0mdbxIOB6YNWqVSoq6vbEDduZngJk4NmO0xvPNMxsN50jsPh8Hkduou9r3n2/lyHCoUCJ06cQF1dHesnKwLO14TJ8/ty2nv//fdx+eWX4/Dhw9ixY0eIV8gRSDhBP4nBYHD5Gq8GJkw9NDTkIfTMyX56ehrR0dGuPL17vr6goAAxMTGrEjSapjE8PIyJiQnU1NSw/qZCkiQWFhZw4sQJ182TuekGewDJWmFavZRK5YaZuW0wGNDU1IT8/HxkZWWFezkrwriqGQyGkIStAyH2zIapvLx8Q0Q/aJqGXC4HSZI+N0wjIyM444wz8MADDwTEcpsjvHCCHkRomoZer/cQ+f7+fgwODmJgYAALCwtISkryEHpG7PPy8iCVSj3EnqIovPjii0hOTkZtbe2GKNgzGo1oaWlBamrqEpMbbzalzIfdbg9L2x0z3352dhZ1dXWQydg9EhdwhlSbmpqQkZGB/Pz8cC/HLwYHB11zwsOdyvBH7Blfi9jYWKSlpbGqQM8XQ0NDmJmZQWNjo9fNsdFoxFlnnYXt27fjiSeeYO3z4PAfTtDDBE3TmJ+fXxLCHxwcxODgIEwmk8scJi8vD3l5efjggw/Q2dmJjz/+GCkpKax/AzLzttPT01dtcuPedse03DEfJEkGre2OaVesq6vzavTDNpiCsqSkJBQVFbH+mgCc/g5DQ0Oor69n/WvscDhco1BFIhEiIiKWRJiWm2cfrr8HkxpoaGjwuvGnKAo33ngjpqam8N5774V9U8URGDhBZxk0TYOmaUxNTWFgYAB9fX3o6enBiy++CJ1OB6lUCrVa7arAdw/h5+fnY8uWLSEvzvMGYz+7ZcsW5OfnB2w9/rTdLVeJv5zYDw8PY3x8PGx926vFbrejubl51WNbwwlTgV9TU7Mh/B1omkZ7ezsoiloStvbnZB8Osdfr9WhqavKZGqBpGv/7v/+LP/zhD2hubmb1iFeO1cEJOsuxWq244oorMDIygrfeegsJCQkYGxtDf3+/q/WOOdWPjY1BIpEgPz8feXl5rjw9U6SXmJgYEtMYg8GA5uZmZGZmIi8vL2RC463tzmg0um66gO+2O4VCgdHRUdTW1i4pimQjzHAYkUi0IcbiAoBGo0Fra+uGyUEDQF9f35o85cMl9na7HceOHUNaWprP9Mu7776LK6+8Em+//Ta2b9++pt/DwU44QWc54+PjuP322/HMM88s21PMTHMbGhryEHomdz87O4uYmJgl+XrmIzo6OiDCq9fr0dLSgszMTFblc1dquwOcA32io6NdxVFMJf5apt0FE4qi0NbWBgCoqqpihY3vSjCbvPz8fGRmZoZ7OX7BpAYaGhoCWksRLLFnrgtmaJC37xseHsYZZ5yBBx98EHv37g3Yc+JgB5ygfw6gaRo6nc6Vq1/snKdWq5GSkrKk5Y7J3/trGsOIeVZWFvLy8kLwzNYP08tfWloKPp/vs+3OV74+1EYzFEWhs7PTZd+5EUxNLBYLmpqakJaWhoKCgnAvxy/m5+chl8tRW1sb0tTAesR+ZGQEKpUKDQ0NXq8Lpghux44d+OMf/xjyTeqvf/1r/Oc//0Fvby+kUim2b9+OBx98cEPY5m4UOEH/nEPTNJRKpVfnvKGhIZjNZpdALz7VZ2dnQyAQgCAIHD16FK+99hpuvvlm5Obmhvtp+QVjj7pcPpckSZ/5+lC33TFGN1qtdsO41jkcDo9hIGyKdPiCaQH0ZcQSLlYSewCIiIhAZGSk6xocHR1FdnY2UlJScOONN0KhUODdd98Ny7Vz3nnn4corr0R9fT0cDgfuvvtudHV1obu7m/XFkRsFTtA5vMIU5zEn2MU99qOjowCAnJwcpKamorW1FRdccAGuu+46FBQUuIZrsPUGPjMz4xp5uVZ71FC23dE0jf7+fszNzW2YsaJMCJggCFRVVW2IPL/VasXx48eRnp7OqpTRcmi1WjQ3N6OoqAgikcjjOrzuuuswNjYGmUwGiqJw7rnnory83BWFKy0tDZsxlVKpRHJyMj788EOcccYZYVnDZoMTdI5VQ9M07HY7RkdH8dprr+Hee+9FQ0MD+Hw+hoaGMD4+DplM5nLOWzzpLiEhIaxCz7T0BNMyl2m7W9xyt9a2O8ZMqL6+fkP0xjMe+MxAm42QGiBJEi0tLZBKpX7Z0LIBq9WKY8eOISsrCzk5OV6/59VXX8W+fftw0003gc/nu1JtAwMDuOmmm3DfffeFdtEnGRwcRGFhITo7O1FeXh6WNWw2OEHnWDPNzc04++yzcd999+G2224D4LyRm81mV55+sXOeQqFAXFycR2Gee94+MjIyqDdSZjJdRUVFWGbcr6Xtzmg0YmZmhrWT07wxMDAAhUKB+vr6DdHjTNM0Ojs7YbVaUVNTsyEKDSmKQnNz87IbkKGhIZxxxhl4+OGHceONNy75Ok3TYdm4UBSFiy66CBqNBkePHg3579+scILOsWYUCgXefvtt7Nmzx6/vp2kaWq3WNfTGvTBvYGAAWq0WqampXivx8/LyIBaL13XzUSqV6OjoYO3gEve2O+Zkv7CwAIPBAAAgCGLd0+5Cwfj4OIaHhzeEcQzD4OAgZmdn0dDQsCFqE2iaRk9PD3Q6Herr671uQAwGA3bv3o0zzzwTv//971lzfQDAt7/9bRw6dAhHjx5FRkZGuJezaeAEnYMVUBSFubk59PX1YXBw0GPS3dDQEKxWK7KyspaE8AsKCpCVlQU+n7/sDYsZH1lWVoaUlJQQPrO1w2xAmAE8K027W64SP1Q3cyadsZGiCdPT0+jr60N9ff2GMBQCnC11w8PDaGxs9FpPQVEUrr32WszPz+Odd95h1Sblu9/9Ll555RV89NFHG6aAdqPACToHq6FpGiRJYnJy0uWc526mMzIyAh6Ph9zcXK/Db1JTU3Ho0CH85je/wT//+c8NcxpYWFhAe3u7XxuQxdPu3M10Qtl2t7CwgLa2trClM9aCWq1Ga2srqqqqgj6COFAwa66pqfFa0EbTNB5++GE8/fTTaGpqQmpqahhWuRSapnHrrbfipZdewgcffIDCwsJwL2nTwQk6x4aFyUePjo4uabsbHBzExMQEpFIpKIrCrl27sG3bNg+xj4+PZ1UYkkGn06GlpQVFRUXYsmXLuh7L37a7xTPsZTLZqgrZmFavwsLCDbNpMhqNaGpqQkFBwYZZs9lsxrFjx5Zd81tvvYVrrrkG7777LhobG0O8Qt985zvfwXPPPYdXXnnFo/c8JiZmQ0w03Ahwgs6xKaFpGkeOHMEFF1yAK6+8Ejk5OR499kqlEvHx8R6Fee6e+BEREWERe0ZkcnJyfFYtB4pAtd1ZLBYcP37c5du/EbDb7Th+/LhrqM1GgCRJj55+bwwMDGDnzp343e9+h+uvvz60C1wBX++nAwcOsG6tGxVO0Dk2JQqFAiUlJfj5z3/uqsBnoGkaGo3Gdap3t8kdHByETqdzTYhz98QvKChAbm5u0HLSZrMZTU1Nrt8dTparxHdvu5NIJFCpVIiMjERRUREiIiJY329OURRaW1shEAh8WqSyDaYNkHEI9PYa6/V67Nq1C2eddRYee+yxDfG8OAILJ+gcm5bjx4+joaHB7+9nzHQUCsWSSnzGOc/hcCArK8vrqT4zM3PF4jxfWK1WNDc3Iz4+HsXFxay9Gbu33RkMBoyMjICmaQiFQpjN5nVNuwvV+ru7u6HX631Wh7OR0dFRjI+Po7Gx0WsbIEVR2LNnD9RqNd55552AuxRybAw4Qefg8AOmOG9iYsI16c49Xz86OgqBQOAy01nsic/Mr/cm1DqdDidOnEBkZOSGMTRh+raZEyOfz/fadrd4AE642+5GRkYwMTGBhoaGDeG2B5zq0Kirq0N0dPSSr9M0jf379+PAgQM4fvz4huni4Ag8nKBzcKwT5tQ6PDzsIfRMKH9qagpRUVEuoXfvr09LS8Nll12Gc889Fz/72c/CfoL1l76+PszPz6O+vt6vSvmVpt2Fou2OaanzJYxsxGg04vjx48v6yh86dAjXXXcd3n//fdTX14d4hRxs4nMv6G+88Qbuu+8+dHR0QCKR4Mwzz8TLL78c7mVxbBJomobRaPQ66W5gYABGoxHJycnYsmXLkgE4+fn5kMlkrDuxj46OYmxsLGA2tO5td8zJ3mw2w2g0wmq1BqTtTqvVoqWlBdu2bdswLXUOhwPHjx9HYmKiz8K9/v5+7Nq1C//7v/+La6+9NsQr5GAbn2tBf/HFF7F371488MAD2L17NxwOB7q6unD55ZeHe2kcmxySJLFnzx6cOHECDz30EGZmZpbk6/V6PTIyMlzFee75+tzc3GVnYwcLZqhNqE65/rTdMW127jPs3dvuzGYzjh8/jpycHGRnZwd9zYGApmnI5XJQFOVzsI1Op8OuXbtwzjnn4NFHH2Xdxo8j9HxuBd3hcCAnJwe/+MUv8I1vfCPcy+H4nPHMM89g//79OHLkyBIbWqY4jxF5d0/8wcFBDA8Pu67fxSF8pj+Zx+MF/AbPGMdUVlYiMTExoI+9Fny13RmNRjgcDohEIkilUhiNRshkMmRnZ7sEn+3FcIwVbWNjo9cCN4qicNVVV0Gv1+Pw4cNcERwHgM+xoB8/fhyNjY34y1/+gsceewyzs7OoqqrC/v37uck/HEGHJEmoVKpVe8rTNA2Hw4Hx8XGvznmjo6MQiUTIz89fcqovLCxEUlLSmsba6vV6NDc3Y+vWrUhPT1/Vz4YDm80Go9GI3t5ekCSJqKgoV1jf17Q7xlwn3HUMTK6/oaHBqxUtTdN48MEH8be//Q1NTU0bJoXAEXw+t4L+/PPP4+tf/zqysrLwyCOPICcnBw8//DAOHz6M/v7+Nc/I5uAIF0yV+dDQkNdJd9PT04iJiVmSq2c+YmJivAr9+Pg4BgcHkZubu6G8t3t7e7GwsID6+nrXCXYt0+5C2Xan1+vR1NSE8vJyn5u9N954AzfccAM+/PBD1NbWBnU9HBuLTSfod911Fx588MFlv6enpwetra24+uqr8eSTT+Kb3/wmAGcvcEZGBn75y1/iW9/6ViiWy8EREmiahl6v9xB5d0OdhYUFJCcnLxlrm5iYiG9+85vYs2cP7r777g2Tp2UmvjU2NvptK0rT9LKV+EBw2+5sNhuOHz+OtLQ0n457fX192LVrF37/+9/7PeWQ4/PDphN0pVIJlUq17Pfk5eXh448/xu7du3HkyBGcdtpprq81Njbi7LPPxq9+9atgL9UvrFYrGhsbIZfL0dbWhqqqqnAviWOTQdM05ufnPfL1zMS7/v5+pKSkgKZpr2Ntc3JyIBAIWCX0SqUSnZ2dqKmpQWxsbEAeM9htdxRFoa2tDXw+36d7nVarxa5du3D++efj4YcfZtVrzsEO/J++sEFISkryK6dUW1sLsViMvr4+l6Db7XaMjo6yqhL2Rz/6EdLT0yGXy8O9FI5NCkEQrvfNjh07ADhz/JdffjmioqLw17/+FRMTEy6BP3r0KA4cOIDh4WHQNI2cnByPUz1jqJOenh6U4rzl0Ov16OzsRGlpacDEHICHYC+GabtzN9OZmZmByWTyu+1uYGAAVqsVDQ0NXl8vkiTxzW9+E1u2bMFvf/tbVoj5b37zG+zbtw/f+9738Oijj4Z7ORzYhILuL9HR0bj55pvxs5/9DJmZmcjOzsb+/fsBAJdddlmYV+fk0KFDOHz4MF588UUcOnQo3Mvh+Bzx+uuvo7u7G0ePHkVCQgIKCwuxe/du19eZ4ryxsTGPSXdvvPEGBgcHMT4+DolE4nLOYwrzmCK9hISEgOejrVYr2tvbkZOTE9KRoTweDxEREYiIiFjyNW9td2q12qPtTigUwmKxICMjA/Pz80va7miaxm9+8xt0dXWhqalpVVPwgkVTUxOefPJJVFRUhHspHG6E/8oII/v374dAIMA111wDs9mMxsZGvPfee15nDIcahUKBvXv34uWXXw6IeQcHx2q4+OKLsXv3bkRFRXn9OkEQEAqFrpP5BRdc4Poak4seGhryqMI/duwYBgYGMDs7i5iYmCUmOszJPioqatUnUJIk0d7ejri4OFYV7vH5fERFRXl9HR0OB+bm5tDT04OUlBRX9wIzz/7mm2/Gli1bkJiYiE8++QT3338/ZmZmXNX44cJgMODqq6/G008/jV/+8pdhWwfHUjZdDn0zQNM0zj//fOzYsQM/+clPMDo6itzcXC6HzrHhoWkaOp1uSRU+U4mvVquRkpKyJF9fWFiIvLw8iMXiJWJPkiQOHz6MxMREn5PI2IjVasWxY8eQlZW1ZFSuyWTCp59+is8++wyvvfYaIiIiYLVaMTAwAIPBgMzMTOzbtw/f/va3Q77u6667DvHx8fjd736HnTt3oqqqigu5s4TP9Qk91PhbgX/48GHo9Xrs27cvRCvj4AgNBEEgJiYG9fX1S3zHaZqGUqn0COG3t7fj3//+N4aGhmA2m5GVleUSeuZU/+KLL+LYsWM4duzYhhFziqIgl8sRHx/vtWZHJpOhtrYWd955Jy666CLs378fBEG4pgEODAyEpf/8+eefR2trK5qamkL+uzlWhjuhhxB/K/Avv/xyvPbaax4nEZIkwefzcfXVV+PZZ58N9lJ9Mjo6ivvvvx/vvfceZmdnkZ6ejj179uCee+7x21ebg2M1MM55k5OTS5zzWlpasLCwgKSkJERGRnrMsGdC+GlpaWsy0wkWNE2jp6cHOp3O5whXkiRxxRVXwG6349ChQ6zIm09MTKCurg5vv/22K3fOndDZBSfoLGR8fBw6nc71/9PT0zj33HPxwgsvoLGxERkZGWFb25tvvomDBw/i61//OgoKCtDV1YW9e/fimmuuwUMPPRS2dXF8/vjggw9wwQUX4MUXX0ReXt6SGfZDQ0MYHx+HTCZzmem4F+YVFBQgISEh5EI/MTHh6pH3NsKVpmn88pe/xMGDB13DWdjAyy+/jEsvvdRjA0KSJAiCAI/Hc1X0c4QPTtA3AGzPoe/fvx9PPPEEhoeHw70Ujs8JNE2joaEB3/rWt3DTTTf5/B6z2eyacLfYOU+hUCAuLs6jMM/dKjcyMjLgYq9Wq9Ha2oqamhqfxbevvvoq9u7diyNHjrDq/a7X6zE2NubxuRtuuAHFxcX48Y9/zFlms4Dwx3E4NjxarZazyuUIKQRB4IMPPvDaKub+PTKZDBUVFUvaq2iahlarXXKqf/PNNzEwMACtVou0tDSPED4j+r6K81bCbDZDLpdj69atPsW8p6cH3/rWt/D000+zSswBICoqaoloR0REICEhgRNzlsAJ+gYgJycHbA2kDA4O4vHHH+fC7RwhZzkxXwmCIBAbG4vGxkY0Nja6Ps/k6+fm5lwi39fXh5aWFjz//PMYGhqC1WpFVlaW11N9VlYW+Hz+ErHX6/U4cuQIcnNzfabMNBoNrrzySnzrW9/CFVdcsebnxvH5hQu5cwDwvwK/uLjY9f9TU1M488wzsXPnTjzzzDPBXiIHR1ihaRokSWJyctLrpLuRkRHweDyXmQ5ThZ+Xl+fa8L7yyis+i+Auv/xyUBSFN954gxVFcBwbD07QOQD4X4HPVLJPT09j586d+MIXvoC//vWvYWsX+sMf/oD9+/djdnYWlZWVePzxx9HQ0BCWtXB8fmGmuI2Ojnq03Q0MDKCtrQ02mw1RUVFITU1d4odfWFiIxx9/HC+88AKOHz+OhISEcD8djg0KJ+gcq2Zqagq7du1CbW0t/vGPf4StsvXgwYO49tpr8ac//QmNjY149NFH8e9//xt9fX2rnjPOwREMDh06hMsuuwxvvvkmIiMjl5jpDAwMQKlUgsfjoa2tjbNS5VgXnKBzrIqpqSns3LkT2dnZePbZZz3EPJT+2YBzMl59fT1+//vfA3CadWRmZuLWW2/FXXfdFdK1cHAsxuFwoKysDD/72c9w1VVXef0emqaxsLCATz75BBdeeGGIV8ix2eAEnWNV/PWvf8UNN9zg9WuhvJRsNhtkMhleeOEFXHLJJa7PX3fdddBoNHjllVdCthYODl9otVrExMSEexkcnxM2hk8iB2u4/vrrXZXAiz9Cyfz8PEiSREpKisfnU1JSMDs7G9K1cHD4ghNzjlDCCToHBwcHB8cmgBN0jg1JYmIi+Hw+FAqFx+cVCkXIc/ne+PWvf436+npERUUhOTkZl1xyCfr6+sK9LA4Ojk0MJ+gcGxKRSITa2lq8++67rs9RFIV3330XX/ziF8O4MicffvghbrnlFnz22Wd4++23Ybfbcc4558BoNIZ7aRwcHJsUriiOY8Ny8OBBXHfddXjyySfR0NCARx99FP/617/Q29u7JLcebpRKJZKTk/Hhhx/ijDPOCPdyODg4NiGcHRHHhuWKK66AUqnET3/6U8zOzqKqqgpvvvkm68QccFY7A+A87zk4OIIGd0Ln4AgyFEXhoosugkajwdGjR8O9HI7PKVNTU/jxj3+MQ4cOwWQyoaCgAAcOHEBdXV24l8YRILgTOgdHkLnlllvQ1dXFiTlH2FCr1dixYwd27dqFQ4cOISkpCQMDAz6nvnFsTLiiOA6OIPLd734Xr7/+Ot5//32fU7bYwG9+8xsQBIHbb7893EvhCAIPPvggMjMzceDAATQ0NCA3NxfnnHMO8vPzw700jgDCCToHRxCgaRrf/e538dJLL+G9995Dbm5uuJfkk6amJjz55JOcj/gm5tVXX0VdXR0uu+wyJCcno7q6Gk8//XS4l8URYDhB5+AIArfccgv+8Y9/4LnnnkNUVBRmZ2cxOzsLs9kc7qV5YDAYcPXVV+Ppp5/mwq+bmOHhYTzxxBMoLCzEW2+9hW9/+9u47bbb8Oyzz4Z7aRwBhCuK4+AIAgRBeP38gQMHcP3114d2Mctw3XXXIT4+Hr/73e+wc+dOVFVV4dFHHw33sjgCjEgkQl1dHT755BPX52677TY0NTXh008/DePKOAIJVxTHwREENsI++fnnn0drayuamprCvRSOIJOWlobS0lKPz5WUlODFF18M04o4ggEn6Bwcn0MmJibwve99D2+//TYkEkm4l8MRZHbs2LHEeri/vx/Z2dlhWhFHMOBy6Bwcn0NaWlowNzeHmpoaCAQCCAQCfPjhh3jssccgEAhAkmS4lwjA2Tu9Z88eJCQkQCqVYtu2bWhubg73sjYc3//+9/HZZ5/hgQcewODgIJ577jk89dRTuOWWW8K9NI4AwuXQOTg+h+j1eoyNjXl87oYbbkBxcTF+/OMfo7y8PEwrO4VarUZ1dTV27dqFb3/7267e6fz8fK7dag28/vrr2LdvHwYGBpCbm4s77rgDe/fuDfeyOAIIJ+gcHBwAwLqiuLvuugsff/wxjhw5Eu6lcHBsCLiQOwcHByvheqc5OFYHd0Ln4OBgJUyx3h133IHLLrsMTU1N+N73voc//elPuO6668K8Og4O9sEJOgcHByvheqc5OFYHF3Ln4OBgJb56p8fHx8O0oqWQJIl7770Xubm5kEqlyM/Px/33378hfAg4Nh9cHzoHBwcr2Qi90w8++CCeeOIJPPvssygrK0NzczNuuOEGxMTE4Lbbbgv38jg+Z3CCzsHBwUq+//3vY/v27XjggQdw+eWX4/jx43jqqafw1FNPhXtpLj755BNcfPHFuOCCCwAAOTk5+Oc//4njx4+HeWUcn0e4kDsHBwcrqa+vx0svvYR//vOfKC8vx/33349HH30UV199dbiX5mL79u1499130d/fDwCQy+U4evQovvzlL4d5ZRyfR7iiOA4ODo41QlEU7r77bvz2t78Fn88HSZL41a9+hX379oV7aRyfQ7iQOwcHB8ca+de//oX/+7//w3PPPYeysjK0t7fj9ttvR3p6OtdaxxFyuBM6BwcHxxrJzMzEXXfd5eGJ/stf/hL/+Mc/0NvbG8aVcXwe4XLoHBwcHGvEZDKBx/O8jfL5fFAUFaYVcXye4ULuHBwcHGvkwgsvxK9+9StkZWWhrKwMbW1teOSRR3DjjTeGe2kcn0O4kDsHBwfHGtHr9bj33nvx0ksvYW5uDunp6fj617+On/70pxCJROFeHsfnDE7QOTg4ODg4NgFcDp2Dg4ODg2MTwAk6BwcHBwfHJoATdA4ODg4Ojk0AJ+gcHBwcHBybAE7QOTg4ODg4NgGcoHNwcHBwcGwCOEHn4ODg4ODYBHCCzsHBwcHBsQngBJ2Dg4ODg2MTwAk6BwcHBwfHJoATdA4ODg4Ojk0AJ+gcHBwcHBybAE7QOTg4ODg4NgGcoHNwcHBwcGwCOEHn4ODg4ODYBHCCzsHBwcHBsQngBJ2Dg4ODg2MTwAk6BwcHBwfHJoATdA4ODg4Ojk0AJ+gcHBwcHBybAE7QOTg4ODg4NgGcoHNwcHBwcGwCOEHn4ODg4ODYBHCCzsHBwcHBsQngBJ2Dg4ODg2MTwAk6BwcHBwfHJoATdA4ODg4Ojk0AJ+gcHBwcHBybAE7QOTg4ODg4NgGcoHNwcHBwcGwCOEHn4ODg4ODYBHCCzsHBwcHBsQngBJ2Dg4ODg2MTwAk6BwcHBwfHJoATdA4ODg4Ojk0AJ+gcHBwcHBybgP8HkLQq/bPRlKAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 模型预测\n",
    "predict_labels = BP.predict(train_samples)\n",
    "\n",
    "# 显示预测的散点图\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig, rect=[0, 0, 1, 1], elev=20, azim=20)\n",
    "fig.add_axes(ax)\n",
    "#x, y, z\n",
    "ax.scatter(train_samples[:, 0], train_samples[:, 1], train_samples[:, 2], c=predict_labels, marker='o')\n",
    "plt.title('Demo Data Predict Map with BP Model')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测准确率:0.9950\n"
     ]
    }
   ],
   "source": [
    "print(\"预测准确率:{:.4f}\".format(BP.score(train_samples, train_labels)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "真实类别： [0 4 2 2 3 2 3 0 1 0]\n",
      "预测类别： [0 4 2 2 3 2 3 0 1 0]\n",
      "准确率：               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.99      0.99       198\n",
      "           1       1.00      0.99      0.99       203\n",
      "           2       1.00      1.00      1.00       200\n",
      "           3       0.99      1.00      1.00       199\n",
      "           4       0.99      0.99      0.99       200\n",
      "\n",
      "    accuracy                           0.99      1000\n",
      "   macro avg       0.99      1.00      0.99      1000\n",
      "weighted avg       1.00      0.99      1.00      1000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 预测数据并可视化\n",
    "print(\"真实类别：\", train_labels[:10])\n",
    "print(\"预测类别：\", predict_labels[:10])\n",
    "\n",
    "# 准确率报表\n",
    "print(\"准确率：\", classification_report(train_labels, predict_labels))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这是新的混淆矩阵 4个变量了不再是以前的那种2个矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\87205\\AppData\\Local\\Temp\\ipykernel_42456\\4284495933.py:8: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_xticklabels([''] + classes, minor=True)\n",
      "C:\\Users\\87205\\AppData\\Local\\Temp\\ipykernel_42456\\4284495933.py:9: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_yticklabels([''] + classes, minor=True)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 混淆矩阵\n",
    "classes = [0, 1, 2, 3]\n",
    "cofusion_mat = confusion_matrix(train_labels, predict_labels, labels=classes) \n",
    "sns.set()\n",
    "figur, ax = plt.subplots()\n",
    "# 热力图\n",
    "sns.heatmap(cofusion_mat, cmap=\"YlGnBu_r\", annot=True, ax=ax) \n",
    "ax.set_title('confusion matrix')  # 标题\n",
    "ax.set_xticklabels([''] + classes, minor=True)\n",
    "ax.set_yticklabels([''] + classes, minor=True)\n",
    "ax.set_xlabel('predict')  # x轴\n",
    "ax.set_ylabel('true')  # y轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测准确率:0.9950\n",
      "真实类别： [0 4 2 2 3 2 3 0 1 0]\n",
      "预测类别： [0 4 2 2 3 2 3 0 1 0]\n",
      "准确率：               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.99      0.99       198\n",
      "           1       1.00      0.99      0.99       203\n",
      "           2       1.00      1.00      1.00       200\n",
      "           3       0.99      1.00      1.00       199\n",
      "           4       0.99      0.99      0.99       200\n",
      "\n",
      "    accuracy                           0.99      1000\n",
      "   macro avg       0.99      1.00      0.99      1000\n",
      "weighted avg       1.00      0.99      1.00      1000\n",
      "\n",
      "真实类别： [0 4 2 2 3 2 3 0 1 0]\n",
      "预测类别： [0 4 2 2 3 2 3 0 1 0]\n",
      "准确率：               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.98      0.99      0.99       198\n",
      "           1       1.00      0.99      0.99       203\n",
      "           2       1.00      1.00      1.00       200\n",
      "           3       0.99      1.00      1.00       199\n",
      "           4       0.99      0.99      0.99       200\n",
      "\n",
      "    accuracy                           0.99      1000\n",
      "   macro avg       0.99      1.00      0.99      1000\n",
      "weighted avg       1.00      0.99      1.00      1000\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\87205\\AppData\\Local\\Temp\\ipykernel_42456\\3490649451.py:35: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_xticklabels([''] + classes, minor=True)\n",
      "C:\\Users\\87205\\AppData\\Local\\Temp\\ipykernel_42456\\3490649451.py:36: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_yticklabels([''] + classes, minor=True)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 模型预测\n",
    "predict_labels = BP.predict(train_samples)\n",
    "\n",
    "# 显示预测的散点图\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig, rect=[0, 0, 1, 1], elev=20, azim=20)\n",
    "fig.add_axes(ax)\n",
    "ax.scatter(train_samples[:, 0], train_samples[:, 1], train_samples[:, 2], c=predict_labels, marker='o')\n",
    "plt.title('Demo Data Predict Map with BP Model')\n",
    "\n",
    "print(\"预测准确率:{:.4f}\".format(BP.score(train_samples, train_labels)))\n",
    "\n",
    "# 预测数据并可视化\n",
    "print(\"真实类别：\", train_labels[:10])\n",
    "print(\"预测类别：\", predict_labels[:10])\n",
    "\n",
    "# 准确率报表\n",
    "print(\"准确率：\", classification_report(train_labels, predict_labels))\n",
    "\n",
    "# 预测数据并可视化\n",
    "print(\"真实类别：\", train_labels[:10])\n",
    "print(\"预测类别：\", predict_labels[:10])\n",
    "\n",
    "# 准确率报表\n",
    "print(\"准确率：\", classification_report(train_labels, predict_labels))\n",
    "\n",
    "# 混淆矩阵\n",
    "classes = [0, 1, 2, 3]\n",
    "cofusion_mat = confusion_matrix(train_labels, predict_labels, labels=classes) \n",
    "sns.set()\n",
    "figur, ax = plt.subplots()\n",
    "# 热力图\n",
    "sns.heatmap(cofusion_mat, cmap=\"YlGnBu_r\", annot=True, ax=ax) \n",
    "ax.set_title('confusion matrix')  # 标题\n",
    "ax.set_xticklabels([''] + classes, minor=True)\n",
    "ax.set_yticklabels([''] + classes, minor=True)\n",
    "ax.set_xlabel('predict')  # x轴\n",
    "ax.set_ylabel('true')  # y轴\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-1.   0.1  0.1]] 类别是:  [4]\n",
      "[[-1.   0.1  0.1]] 类别概率分别是:  [[0.08383718 0.1912484  0.17611052 0.16492266 0.38388123]]\n",
      "[[ -1.2  10.  -91. ]] 类别是:  [1]\n",
      "[[ -1.2  10.  -91. ]] 类别概率分别是:  [[3.59893598e-30 1.00000000e+00 4.57747029e-51 2.12513969e-57\n",
      "  5.37674986e-17]]\n",
      "[[-12.   -0.1  -0.1]] 类别是:  [4]\n",
      "[[-12.   -0.1  -0.1]] 类别概率分别是:  [[1.43774584e-06 5.88495554e-05 3.01489153e-05 3.05165463e-05\n",
      "  9.99879047e-01]]\n",
      "[[100.  -90.1  -9.1]] 类别是:  [2]\n",
      "[[100.  -90.1  -9.1]] 类别概率分别是:  [[2.47527800e-02 9.09764832e-67 9.75247220e-01 1.53342658e-66\n",
      "  4.54244335e-50]]\n"
     ]
    }
   ],
   "source": [
    "# 进行新的测试数据测试\n",
    "test_sample = np.array([[-1, 0.1, 0.1]])\n",
    "print(f\"{test_sample} 类别是: \", BP.predict(test_sample))\n",
    "print(f\"{test_sample} 类别概率分别是: \", BP.predict_proba(test_sample))\n",
    "\n",
    "test_sample = np.array([[-1.2, 10, -91]])\n",
    "print(f\"{test_sample} 类别是: \", BP.predict(test_sample))\n",
    "print(f\"{test_sample} 类别概率分别是: \", BP.predict_proba(test_sample))\n",
    "\n",
    "test_sample = np.array([[-12, -0.1, -0.1]])\n",
    "print(f\"{test_sample} 类别是: \", BP.predict(test_sample))\n",
    "print(f\"{test_sample} 类别概率分别是: \", BP.predict_proba(test_sample))\n",
    "\n",
    "test_sample = np.array([[100, -90.1, -9.1]])\n",
    "print(f\"{test_sample} 类别是: \", BP.predict(test_sample))\n",
    "print(f\"{test_sample} 类别概率分别是: \", BP.predict_proba(test_sample))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入乳腺癌数据集\n",
    "from sklearn.datasets import load_breast_cancer\n",
    "# 导入BP模型\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "# 导入训练集分割方法\n",
    "from sklearn.model_selection import train_test_split \n",
    "# 导入预测指标计算函数和混淆矩阵计算函数\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "# 导入绘图包\n",
    "import seaborn as sns\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入乳腺癌数据集\n",
    "cancer = load_breast_cancer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "breast_cancer数据集的长度为： 8\n",
      "breast_cancer数据集的类型为： <class 'sklearn.utils._bunch.Bunch'>\n",
      "cancer_data数据维度为： (569, 30)\n",
      "cancer_target标签维度为： (569,)\n"
     ]
    }
   ],
   "source": [
    "# 查看数据集信息\n",
    "print('breast_cancer数据集的长度为：',len(cancer))\n",
    "print('breast_cancer数据集的类型为：',type(cancer))\n",
    "# 分割数据为训练集和测试集\n",
    "cancer_data = cancer['data']\n",
    "print('cancer_data数据维度为：',cancer_data.shape)\n",
    "cancer_target = cancer['target']\n",
    "print('cancer_target标签维度为：',cancer_target.shape)\n",
    "cancer_names = cancer['feature_names']\n",
    "cancer_desc = cancer['DESCR']\n",
    "#分为训练集与测试集\n",
    "cancer_data_train,cancer_data_test = train_test_split(cancer_data,test_size=0.2,random_state=42)#训练集\n",
    "cancer_target_train,cancer_target_test = train_test_split(cancer_target,test_size=0.2,random_state=42)#测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MLPClassifier(alpha=0.001, hidden_layer_sizes=(64, 32, 32), max_iter=1000,\n",
       "              random_state=1)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MLPClassifier</label><div class=\"sk-toggleable__content\"><pre>MLPClassifier(alpha=0.001, hidden_layer_sizes=(64, 32, 32), max_iter=1000,\n",
       "              random_state=1)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "MLPClassifier(alpha=0.001, hidden_layer_sizes=(64, 32, 32), max_iter=1000,\n",
       "              random_state=1)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 建立 BP 模型, 采用Adam优化器，relu非线性映射函数\n",
    "BP = MLPClassifier(solver='adam',activation = 'relu',max_iter = 1000,alpha = 1e-3,hidden_layer_sizes = (64,32, 32),random_state = 1)\n",
    "# 进行模型训练\n",
    "BP.fit(cancer_data_train, cancer_target_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 进行模型预测\n",
    "predict_train_labels = BP.predict(cancer_data_train)\n",
    "# 可视化真实数据\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig, rect=[0, 0, 1, 1], elev=20, azim=20) \n",
    "ax.scatter(cancer_data_train[:, 0], cancer_data_train[:, 1], cancer_data_train[:, 2], marker='o', c=cancer_target_train)\n",
    "fig.add_axes(ax)\n",
    "plt.title('True Label Map')\n",
    "plt.show()\n",
    "# 可视化预测数据\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig, rect=[0, 0, 1, 1], elev=20, azim=20) \n",
    "ax.scatter(cancer_data_train[:, 0], cancer_data_train[:, 1], cancer_data_train[:, 2], marker='o', c=predict_train_labels)\n",
    "fig.add_axes(ax)\n",
    "plt.title('Cancer with BP Model')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测准确率: 0.9474\n",
      "测试集的真实标签:\n",
      " [1 0 0 1 1 0 0 0 1 1 1 0 1 0 1 0 1 1 1 0 0 1 0 1 1 1 1 1 1 0 1 1 1 1 1 1 0\n",
      " 1 0 1 1 0 1 1 1 1 1 1 1 1 0 0 1 1 1 1 1 0 0 1 1 0 0 1 1 1 0 0 1 1 0 0 1 0\n",
      " 1 1 1 0 1 1 0 1 0 0 0 0 0 0 1 1 1 1 1 1 1 1 0 0 1 0 0 1 0 0 1 1 1 0 1 1 0\n",
      " 1 1 0]\n",
      "测试集的预测标签:\n",
      " [1 0 0 1 1 0 0 0 1 1 1 0 1 0 1 0 1 1 1 0 1 1 0 1 1 1 1 1 1 0 1 1 1 1 1 1 0\n",
      " 1 0 1 1 0 1 1 1 1 1 1 1 1 0 0 1 1 1 1 1 0 1 1 1 0 0 1 1 1 0 0 1 1 0 0 1 1\n",
      " 1 1 1 1 1 1 0 1 1 0 0 1 0 0 1 1 1 1 1 1 1 1 0 0 1 0 0 1 0 0 1 1 1 0 1 1 0\n",
      " 1 1 0]\n"
     ]
    }
   ],
   "source": [
    "# 显示预测分数\n",
    "print(\"预测准确率: {:.4f}\".format(BP.score(cancer_data_test, cancer_target_test)))\n",
    "# 进行测试集数据的类别预测\n",
    "predict_test_labels = BP.predict(cancer_data_test)\n",
    "print(\"测试集的真实标签:\\n\", cancer_target_test)\n",
    "print(\"测试集的预测标签:\\n\", predict_test_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.86      0.92        43\n",
      "           1       0.92      1.00      0.96        71\n",
      "\n",
      "    accuracy                           0.95       114\n",
      "   macro avg       0.96      0.93      0.94       114\n",
      "weighted avg       0.95      0.95      0.95       114\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 进行预测结果指标统计 统计每一类别的预测准确率、召回率、F1分数\n",
    "print(classification_report(cancer_target_test, predict_test_labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[37  6]\n",
      " [ 0 71]]\n"
     ]
    }
   ],
   "source": [
    "# 计算混淆矩阵\n",
    "confusion_mat = confusion_matrix(cancer_target_test, predict_test_labels)\n",
    "# 打混淆矩阵\n",
    "print(confusion_mat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将混淆矩阵以热力图的防线显示\n",
    "sns.set()\n",
    "figure, ax = plt.subplots()\n",
    "# 画热力图\n",
    "sns.heatmap(confusion_mat, cmap=\"YlGnBu_r\", annot=True, ax=ax)  \n",
    "# 标题 \n",
    "ax.set_title('confusion matrix')\n",
    "# x轴为预测类别\n",
    "ax.set_xlabel('predict')  \n",
    "# y轴实际类别\n",
    "ax.set_ylabel('true')  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 算法重要知识点\n",
    "# BP神经网络模型要点在于数据的前向传播和误差反向传播，来对参数进行更新，使得损失最小化。 误差反向传播算法简称反向传播算法（即BP算法）。使用反向传播算法的多层感知器又称为BP神经网络。BP算法是一个迭代算法，它的基本思想为：\n",
    "# （1）先计算每一层的状态和激活值，直到最后一层（即信号是前向传播的）；\n",
    "# （2）计算每一层的误差，误差的计算过程是从最后一层向前推进的（这就是反向传播算法名字的由来）；\n",
    "# （3）更新参数（目标是误差变小）。迭代前面两个步骤，直到满足停止准则（比如相邻两次迭代的误差的差别很小）。\n",
    "# 在这个过程，函数的导数链式法则求导很重要，需要手动推导BP神经网络模型的梯度反向传播过程，熟练掌握链式法则进行求导，对参数进行更新。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "310",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
